{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import gzip\n",
    "import pickle\n",
    "import random\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "from pandas.plotting import scatter_matrix\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "fit = np.load(gzip.open('balanced_fit.npy.gz', 'rb'))\n",
    "ordered_features = np.load(open('ordered_features', 'rb'))\n",
    "num_features = len(ordered_features)\n",
    "fit_df = pd.DataFrame(fit, columns=ordered_features + ['pos', 'error'])\n",
    "num_samples = 80\n",
    "del fit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/tiagoantao/anaconda2/envs/p36/lib/python3.6/site-packages/IPython/core/interactiveshell.py:3267: UserWarning: To output multiple subplots, the figure containing the passed axes is being cleared\n",
      "  exec(code_obj, self.user_global_ns, self.user_ns)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x12528c4e0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x1252cca20>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x1251c1f60>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x1251a9518>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x12524ca90>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x127557048>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x127576da0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x1275aa390>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x1275aa3c8>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x648 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots(figsize=(16,9))\n",
    "fit_df.hist(column=ordered_features, ax=ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fit_df['MeanDP'] = fit_df['DP'] / 80\n",
    "fig, ax = plt.subplots()\n",
    "_ = ax.hist(fit_df[fit_df['MeanDP']<50]['MeanDP'], bins=100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "errors_df = fit_df[fit_df['error'] == 1]\n",
    "ok_df = fit_df[fit_df['error'] == 0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5954157 5958568 444422 5604588\n",
      "0.07464062502886638 0.9405931089483245\n"
     ]
    }
   ],
   "source": [
    "ok_qual_above_df = ok_df[ok_df['QUAL']>0.005]\n",
    "errors_qual_above_df = errors_df[errors_df['QUAL']>0.005]\n",
    "print(ok_df.size, errors_df.size, ok_qual_above_df.size, errors_qual_above_df.size)\n",
    "print(ok_qual_above_df.size / ok_df.size, errors_qual_above_df.size / errors_df.size)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5954157 5958568 422752 5280264\n",
      "0.07100115096058099 0.8861632526472804\n"
     ]
    }
   ],
   "source": [
    "ok_qd_above_df = ok_df[ok_df['QD']>0.05]\n",
    "errors_qd_above_df = errors_df[errors_df['QD']>0.05]\n",
    "print(ok_df.size, errors_df.size, ok_qd_above_df.size, errors_qd_above_df.size)\n",
    "print(ok_qd_above_df.size / ok_df.size, errors_qd_above_df.size / errors_df.size)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x648 with 16 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "not_bad_area_errors_df = errors_df[(errors_df['QUAL']<0.005)&(errors_df['QD']<0.05)]\n",
    "_ = scatter_matrix(not_bad_area_errors_df[['FS', 'ReadPosRankSum', 'MQ', 'HRun']], diagonal='kde', figsize=(16, 9), alpha=0.02)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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0YTw2vCNklnPZKjUCeJeLVyLaKxUAwJtzXVWsqM51FSIC8+bYwb07H+x7jsvmodt6FhE2bXR2TT+eSBdbL3k+tcFhn4TJfZ4TNWrMJnZoPDOehENrKceGYTxWRkdNthtzN2FuSrzMMJo6j/saRVcxFqfGsQguNVbfTTMkhCcUeTaMfbno3PHkXiV+v4rkly2CpczaRzXLOM7gNhFPuYXw6X18/mmUWiPH2/fjMp7LTNN9Fg9zSTMnAhrv5ufuzHpeCJqZzCbDeIo8DYf2fQ/AMAzjFqn1cd5dPQJJRHCllgwkcHTe+Jk60HPO6nVSeq8ScdX394sAVyOYUCPOlkpnGJXJrbQzWnjz85A6n6LifCnLufnpfGbIbseSRSBcfVeCIyDKJvJ5k8Bind880Z05t97RWPC66xz1T7NrFCKCVZ8gAA4aDz/jhKbM6Iu4VNjxXPDegS5EwQ3jOfAkHFrDMIy7pKbEOaJbT+vzjkDFOKrpdxtVZzXu9kkprAYlQVNxnTt/jOl++4yJi4F50XCaGq7VsDqXjgjayyBtvNvLWZ6O1vrhGsZ5qqNZX2/jJgtkF891XnV+M7dsm1YuzhXekSoRl/ml1sWKyCTiudsFrDWihO3zQWbWaCaAZePvbPFrn+eAI0JihnPzkVJmRioXb8iCA799P5GphsD8OasT7R+gR1ufY1bfa9wFT8KhtRvDMIy7pKb0sQic3P6cMzXMnCNw1iiDRkI27+9KKaw1XRclUS7uXp3VXfYYkaqw5BJJmRpvU2PqptGUfa6jJ7oVIRfDeKrsuo+2LZDd7FwAybt1qlWgr74GLqjQi24nAlwRUqLxmOqUb5uXqlPMrMJ/LJvjb69NJQh08XFXOvB9kCfPDT/jpDvnkHNEYkFLBGC7Rxs8oWG3dZFxSk2HfmgVeCIyabu336KnYVyFJ+HQVqyG1jCMu8ARbVrE3INnFbybpAYXY87Nq2kCE+MQaiTNxQRG4ZRy3LkUXp4xxqrDDWwuxTQdcZvDXdOGr5MGaFFZ46lyXgzpbgTO5hzQ6x9vXqBJI7AyRhLrues4KsG7cU6bHnfbYetCHZfI7djChwVM8s780HgCkRvP/z4RUZEmP++nQkRrXYMHfJjZCXpt25KOvGtOdES68Pq+P/wOHu7IjMfMk3Bo681hKseGYdwFNKkJyyxXUvW89jnLv86poXdZWwzn6J2IRc4MLmm909ZHIoIubuqxmi2GlN9hGF1so1QFXbYZWud64s6O/mZcRZHZMB4K0/vhrqKJV1Uhvil5EhFunLsgYMWIJftkEfzWBbVpGUJtw7Mpo6DyGsiOtmaQ0D2p++4z51QBp13U3+eagz1DLosfNUV7toa2lLBcthBYFxnvaiHlIvukxhvGTXgaDq3dG4Zh3CFXETG6LZwjkFRDBggzp50aVjXiU3etLRyCp3MRkWo3CeZtqG0O8tz5a53cReOyjsvR7fYKnhrCVxGjMYyHxLS/6lP53tZ78iIpM2JmjVg6whAzfJE4ruru3ZDAABoieO9UPAoARNAG946jC7yfaN9lbYYquxYFKxrRVmXiXVmGLBs1aGaBn3Hap0rSc/3bRQSx7AdxaOYeLreMObLGXfIkHNqKpRwbhnFX1DYxF1U9Ce9GLG+LIkYMYHv927S9Tm1/AWA0Ah0BaUvKH1VlEQF8s5+Rsa/a8Tb27RVcUxV3KqRWY7IYwufq9K41OsO4W2oaLnB+rrjv6Ol9UCOERBeirSh9o/HuPa6th3iMQPYpY+EIKfOYQguS0XmcKrmTm6ulvTsE6jgSAE/+RkEVZkYs343EgsXMfp6AoaQv75ofr5oNYz6m8VR4Eg7t2If2/Q7DMIwnzEVnbirCtMvZq+m4u9rNzP3+tnrVnWNEWb13NcIBNH77eUNNM97Dotm0znl31X+sycV+yp9zTPtpYkfK3MV5fipGc9sK1IZxG/B0YYrfrfu8b/aZk26CK85ordv1jrR+3ms6cFX9zSXNlgGACASCA+DKHONLIexUSXlq70k5hnfXX2y7DrlEmgGg3dGYp0Zxs8is0+2cQ+s9WC4pZSHtve3cbrErT0BijOm92w9FYyq0zZnGU+FpOLRWYm4Yxi1wlShkTRcEdhuFKWu4ggRbDZZUjCMpdWUXjd1d0d/ax1G4Gk7FCS51bPr2+ePVyHKNfsylrp37ncnvboui3raBvutPUHtAqq1Lm22G8UCp6rwPQagIwOiMbZuT9q1H3yUoB5yfMwAanVwGgOLU18wNLoJ7i8aPwlJDZERmiDAa73Sum4y19sN9H5dTpERoCWB2mOvK44iQmeF3tO1xzuGoDcgiWDTzolApZRz3EQ7AF48WmHOiuTi7WTArDAjcXVbRU6ZmRN1F+z7j5jwJh7ayT39FwzCMbVyMKGyj9kCsffQuSxdkrvWd8/VMtT1PfX2V9LnaXkdoUy9Lpc1NrfrVQ2/GXafJ4N0otHIZtXXOdKwklxu99XoBlzudtWZ4/Fy7xmPGhPGIuKlQ0fk68burtz3fN3b+PtwosGP2c11st1XF4Zh1vmomznAoUcexPdnY04fAkFHYLouM845zhIbOC91N5+bpWIHbnTPGKCl2z1Xj/JcZ3m13VmsP73pt5v62kTHW4qbEaNtLxKb2+SDGlZhT/jceBk9jicZSjg3DuCHnIwrbqYZcNfoug0XTf90kbS6zCnLwaDhqix1PdONWC6Gk9rWhtK1ASf8r4x4Sj84u4Xwas6Yhbv6bbgfUIHTufP3f5Z9/4wTvs+B4mZKzYTx3bsPOqfPERSfvXD36jhNN7+VcxJ6q41hFi6pjxpNFqloPK8KauYLNexrt3Bw3FHX3xjk4596JbNc05qrSu21urmUMXMZ0W+i8vumrO8dQVObTjotZHdrLnivLQCARBAKaHZFcV1Yy73MWrc+0fIvX+CHiiUrdtD2jHiJPIkJrXy3DMG6KK+qc+ziV+845Y3rsWPt0PhorrAbNovFbHbmUVCgllJrYnefA+dTfqmxc69SmEdaLKVNVaGnafqeKj8TMqqBcVDOdbJzfy5xPm5sNY0MtBbgYRbyM21YKrw7kRab16LuiwISNSF1dLNOFOze27UmRQTXiWmriqxOaynwUZNOGps4zVSndOUIb/EZMijZjn45329i2f+ZLL8veeCIkBjztduBCiSrvcoCqOj0zo2l3RHtBWLZqsu+ae3NZsWTMtr7V/UpGj7+Ftj37Ri4fe3u1fZX/jffDk3BoK5ZxbBjGddlHiTd4dyVRl4tpyVxqr1yJLFRDIOXNiv+UyJsWDAfezRoy29LpmLU2d6MKClAZyz6jr0qequQs5/op5pLLfJni5mVpxLdpVBnGQ6ZG4hR6R7H8MvZVCr8ONXpZnc5cauy33ZdSRJyIzivqMgsoEAR1sWvzO9PX3juA+dxxY+Yxe2QRvKqzs2BIGcE5iNNI7S7q3Dw911XKGK7CkBmZM4S2tyiqtI2/dOGvXivdZ36/GsG97FNQ2feyVkEbJ/Rd9fyrUiPvl53T2qsZd8mTcGjNEDIM4zbYZwV5TKWbGH1z0dOLx1YlSzdGU3VlfiOXLFlGI7GmKudiKMwpDW8TZ+HSuzaxtrpwzunxZj7fGJmZRj9IW/7U+rbqNOe8yWfbZw1xl7JzNaoyX6LweQPmWqYYxm1y18rBdwVzjY4CAZrae9l9WVN5mzqvQCOvNd1YADSOztfEFpxOfuP2qcPnsGn3M6SMPmYkJ1gEN6YWT7NILjLnJN3234NE50Gm2hN2x757nPt4NSBJxg9giSa0W/fxjiZO/e19nts4knd0pZpSiz0Zd8HTcGjLvyYKZRjGdRn7m2K3IEolZk0HzlmwmBFqqcZadTqnK9lVKCZD+xDmEk2VcphUUnwbCJxziKXmbDrLTcVZpmOu+4RqbG4xLC+yLcrrIEjFmaXqVJPWzXnn9lJInoNIe1LWlELgfKToJlQHtqrLStnGnDVt2qIDxi1TU23nhJKICMFtFoRu0tf5NskX+jqz6P2t0dp3F4B0zDJGnBfBvzPPidTI3/brML089edF8BBsIpAEQhO8ZppkBkSwaMMY5aupydW5pgtlFHcZEczMSMJFoGp+v5QyushoPaFtt5vbKSUMOYOzoGuBw5ljufIZLpaWXESAURhwjvpdFLm/FlK31d7NMOa48+VqIvohIvptIuqIKJRtv0BEXyeiX5zs9862fRmNIfNnDcO4JtPpY5+1sdHwmrFoYknXjaUONrHWvzUXHCoqQhOEjXGkUY4awdSNVxGkGIWonEPY1ZBwhlwcbEGJ3mIT6exjQhczuiGh79OVj12REq2u16MuKOQbCrjUyC9PVE/HaPAk+mQY7wMhjN/Nu+aiAN02iHRO8VWYSQT+EgV0nZY288IYYS3ZHAAgkxm1pjDPBR2cIzTBaXoxtKQhOC3LyMzoMmOdzgtJVVh0ju1jRs55LGM4N975S3Q9nNN52znkPL/bm/WA0yHiTRd3HMohFjV8knc/X0XKwmTVYphjn+dEdfaz4FbFsi5j06rJMG6f+8i/eg3gpwH8OgAQ0Y8BOBKRnwLQEtGPb9t2lRPURUQzVAzDuC7VCdy3lU3beCy8Q7sl4ndRJbgaljGpIuh5hc8iNuFq1NapSjHR+D6g+1yMLm4UlN+tdfMzxkPKjCFm5C3GIbBJJ8zMyLnUw2EjTAMhJGb0zFhnRkpbjMySSn0upbqcuxq3ieWcKuZ0+JcZwCIyHmsXddxt8Gi9G5VWDeO2qfdi2CWmdM/fvTF1WDYKxEPKGFI+p15eF5bOpwbPj7UJXj9nSf8FyiJcWaSq1wLQe349JF3Y23G/1nmyjqsJDgdtwEHbgCBIRRPAlbHVWt+YMk6HiD5lrCOXuat87syA4FaEtM6NNWfEyIhDnu1BCwBDWfiLad7rJSIsvGa7NGE+d5mAd+bTbVSn8bJnWJ1jL7ObLfPReCzcecqxiHQAuslE+ZMAvlZefw3AT0AF2S5u+819z7GJ0NqNZxjGu+yrrrjNAayG1jZHd652dppe5QJhSJqeNjBj4fy5yEZN/5qOb9u2q4x5jpQZXcxgEbTBg+jdlLPMajxm5iIERWPtqXMObQOweCSRc6mV1WmfKkWP6WVc3mcenUxfRLFq3bAv1yxntUBVlXm7YEmNHosInJy/RnPXbp/62W31yIaxDxdTaedodoi73TYXxXpy3qThOlIhulofXxeJCJv0VmD73Kmpvjr/ZRHkxKNKVOMdiDUCXftwx8zoRfDSNeekd2tWBlexo1Ii0EzOvQgOQ/Qgt2nrdU4xnjYOXM6MATqGlBmsB0G4bTEtcgheF/h2OZhtEzDkHu0OR5WZEVkd7z4xXszsJ5P/72LdRfSZsfAOB8tm98e45Du4KcORsYbZMB4q76OG9gMA/7C8fgvgzwDIW7adg4i+CuCrAPDlL3/53Huj8WT+rGEYhbEVDcvYPmKfWqqLDmx1nrLIrGT/Nkdoeh5HhEzaviHFDOcdpNSi1bTYd9VEq1rl7StCsgiGIYEajyY4VS1GcR5JowEimvrX0Cb64hzBB482eOTMEMGY0lyjuiqSosV4kQWtd/CNh4hGhskRDoMf06xzSb8UMMg5TcksxmgggnfvGoOOCEMxvmmLo3pRIGufuq3ReJP9aqgN47pc/G7t+x2tTOtDdzkaBEFKGUQOrnFjjS+gbWJiLufMuuBTa809EZyb1xXIJV0Voo6OQB0zgCBO0EftI6aCUSW7hNw5BaLaUiyPjrSgCX68BtP612Xr3llU1JpdnVOaspjAvi6EqaObYoZA0Pj2xkq+568rY8gZAbQzQtvHiJgEg58vzXDOgUt0+cOD7YJQgNbjvu0inCN88UI0fcpxPyBloPPY6dDW67xTmRjTCK3Nh8bD5n1IPr4B8Kq8flV+3rbtHCLySyLysYh8/NFHH517rz4DLEJrGEalzgfnH8qXM3Vgq9FV026nbGpK81gjO0fwmkpM0HQU3Z/HlK9tv5tFx9GnfC79dp+0s/o56r616b13hGXj0QBgAk6HhG7gTb9a0Lk0XQcVp1rHjD7zKEwFaHRmWp9bnWCUFOj6mRIzRsfdETy0L2/wDt47pCzImceaQqq1v45ApbZ2GzUqs+taVOGaaRri7L4EbFKgAAAgAElEQVSXXVDDuAOu9B2VTa/oyq7vf8yCgQV9zhiKc6c9ph3IOV3YKjX+XBb/RLR+/+JYqqp7FaLTtOIS3S3nyplx1ickEayHhD6qCNtRG7AIbhSZqp9ZIIgx671X5o1QFhHr+fW8+plrOreqKWsWSWadnwAViqpiVoFUcs47QjcknWtvqV5UyGmNKgEi847eOjK6mLDq51OOU0roIyMLY5gvoUWXBEPM6GNCjPPHy8zoUy4LDNuppS3hktRkYa1NHraUlRjGQ+N9OLTfgNbUAsDPQGtrt23bm+mqoWEYBqArzwSNPASnBogAW2sz88RJFCn7lOhBfeCHksYWR6Ouiru8K0IyZawNK78zrR3dtspejVZXVENFMJ4vVWXl0bA9X3dW0dTihC6m4lBiVAIN3qFpPFZDwjomdCkiM5djcbl2G2VjqqnBO+pZY2kp1HiHRXBqTBWDr6YJ+mJASUmDrM42kTq4Y/0yae/eKpblHL1TLzu9bPsGUi/bzTuaiONYNMK4G+bu2X1+L5UU3rrAlst8cFEsqR67zoH121xT/ZugKbuBNrX2RCrMBGBUFXblviTo/DFGP0WdVwKN81NiVWuXMi5GUT4udbXtJPpaRZy4LLI5qDGq87NARBf7UlTdgSSCVK5bTWPOAggL+pQx5Iy36zS2EmqCag0smlCuGY+q9LdRE8o547RP6C9x9BqvC4O7hPlEBCddj5N1xJDmI7keZXGWsTMq3IaARePQhvkEzFpLfZlgWB8zTvoBp33a6SDvy2XaCO8TuaXvhvH+uPOUYyJqAPyvAH4UwP8G4D+D1tR+HcD/KyK/UfZ7Z9u++HHV7jZHbhjGY8aVljWVaT/S2l+xPmBrujCJqnOKCIRoNLKmNaH1WHVbdYTmfKCU1blLJX2YCHC1bsxvUvIyq5EIUoMP2JwjlfeynlxX1kOpxYXWnU1TAlOplcssOBAgNJriG1OGQB1lJyjOoxqaWYoxCR2vMGsaYjGeibXvYkwZzrkxTZrHa6ifpYpKAcCiOLH1/db7sS2RxoP1+uVyjaap17U+lydGMkQd431rjDftKfZL27ZHiLEP1SGtjuBVGNvOCMaFm23f0SokpPdgicSWt8f2XFL+mwyh9qt2pMJKIloHr68xmesY5D08MKbypsRg1qyRLgIL6P1Z24pVJ1frXQkxZ6QErad3BIG2IuuyRhNTYgS0pV6+LKoJ0Gcu97POIyfdAAfBy4MFnHMQkJYoSCkrAI1iR9M5ODjCwSKgHzTKy5g4847QCCEV5WSdb2+nlKBPGV2XEJ2mAs+15AkkWHU9Dpvl7LGYGX1SJedd80/bOLQRaLyH39H4NhBhYP13jmnKOmG+dU/MwBAZjgQp7T7vZUz7js9pI1Ruq33bvly1ZZ/xMLkPUagIjbpO+X+27Pez1z2HpRwbhnEZ076nRBtRkVIKpiJOoi0gGBoxCBcEXKqz1jgH59UBBgjrISMz46DxCBMBEI2o6gmIBRkbwzQnxkFxzpgFfWZw1jS8Kty08A7LRQMqxyIAQ0m/814NTClpwrq2X8U7gBizGq+NH6PTQ1ZHOaWM0HjkxGiJEJwDlfmzi6xiMSg6LyxjdBrQcQdfDEZPKvgSGSwZR4umfD5CII3YZilpx8IavZXSVqJaNFmN/Miaur1s/AWRJxWzqcawk42Y1vQ6C6qRROfqmWvfTK3BmzdW8sQRJ74/Y8p4XOSi0F0XoeZq3LV/quzV95jKglhdvIFotBMARFg1AGgi4ARtCxYzQ5LgsA2j2FIuWQ+jE+dqjftm8T+ljC4xHEFV2ksdOpdOsDEzFk2plU2MoTjvdclnKPd85IzgHJrSk7r1BJFN2ULwHn1m+OIQe0cYUsZZF5E4YxkCQIKzPqm+Qch4tXCQWo4BYNl4OFaHrl7HrksYMmMRPBbBY+kdupRLDTAjppIdMklTbkqJw23QJ8E6xrJImKCu/7v8/usVjtcRXRL8iY8+2LpPzhnrKIgZWHfzqcT9kHDWJzhivFw0cDNh2lxWCvMOc7g+c6QsRMwRSJ+BOl/f/NrtI854bh6W+3EuzXN4GrwPUahbx/rQGoaxjYsrvRcdVI2CFmVd0too5wic8xjdnT5Qa0Q05oxQWuvknFWlEqpSGYIf69wyM7xzSCkjl9/TeAlBCDjrBjTBg0SjHAKAiyWShZGZAFaD1jnCELMu4JEazM45pMRjtEf30c8yGtLFWE6lZVBwBEcODQlcoKpINfYtXDY6l+akda1jaiOrm+9pzCYGM+O0j+jKuBrnR0dVa8wIkvMYEaCsyqogGmvaNN15E2W6uHpf673mFixFNh0vYxZNxxOcU2C+GBXbxnSrLdAbc4wp/1x6HEPTQKeCTiKCPnG5nxkL2oj4BEfnorFc2mOF4MYoEWGz+DalpgdXVeAs6rwmETTYlFNI+f0kNRtlk6siIugilwjoJpJX0/odERrv1Z4SgTj1jpi1ZU4qNa1NcJAElFU9ZKEyZ2g6sDrLVJTSN/eXK4JTkjEuQi2CBxHQkKYQJ+Yi5uQhDJAHVkNGG/S4teb37arDQdvgcBGwKOcdWJAlq5o0MN7Mt+XM6mcpi3aOxs+/jbMu4bhPO8vhNCLNyClDdvShfX3S4fc+OUZDwA8cBDTNdvOdhcGkz485pNQ4C1RReq5d0HIZ8KEHvPe3cv3qQvJDw5WFUMCis4+ZJ+HQ0mgIPbwbxTCM90MVHgEATCJu0wdW4x2GqKv9QxIctr7UxQJcU3MnhipBI5YMoBvS2A8xECGLjMZbbWHDLAgldTgXQ1OdM6DxwAB9jZICDQAueKSUwYM6slpzqobgovElHVgjsVlKJAaCmAVenEYoskZfHBECqXNNjrAMTg3EQMgpA7QxUmrrDiYNBUlxWpOoeXy4aABRJVJ1oks9X7kwvqT21fRFKSmGzhECqxoyF0efa+1fjRJ4TQ8PRWjmIt4RqJblXjA4auQdmO83uYktzeMcjbbpLqOmRun37VdsPC10gYXOfafUSN98F2rNe134udhWqv4oIjjtE2Jm+IFw0IaxbnVRSgrcuO+klQ7UMW7L/ABsWuSoOvjmXMHTmH2y6lMR+BFkBtqg0dm6KBS8Q86MplUHxwHjvMbF4RUClo2DCKFpddGq3hM1ctt4wotli2XQ5TsBxt7aBKAZHNirAvqi8TgIRfEY6jCv+gRyhFaADw4X6GLGOmrN6lGrGSfrnEt9fUYfa10+Sn2wLiaWGR9C6rDv07prH2rP3uAdwo403JeHHuuU8YWjebVhorJg4AC3Iw/3dMg4i7og2MeElzP7tcEjZr22c1TFeoEuRMzhSx3yxYyYm0BEO+fiXXP9XbFvy62aQbEr08d4fzwJh9ZNJnTDMIwpIto+xgltbXHBgrE/am1ZkYlG0ZLGO3i3iRTq76jQiAjQBI+DNpx7ANdIbq37IhBYMhZeW1doj1pN0YuZ0QSnxmRJF2y8wzIEMMoxa80TawR4FGpiRs5ACPrZSjvDMb2w8V7r31JCjJqU3AR1ir0jLJymGzvaRGiq0AxEsM4ZixBApc7VlZRBIkJMjOP1gNY7HDUeyyaUaEOJMBV7yjmHJtBYdxgzI3HGetAWPq13aIIfjcTxb1Z6WzalzlDFaDD+LYDz7U7q6n+tE5SyMAGooX5xcWIb+xgpdZFkVxsn4/FSU+vn6mNr+v6m1On8QkpVSW9KSULTbBye+p2kcpeI8Fj2UM85d966KfNGvG3RBAxZ01SrwBIx4EDwnsaIq3NlPisLYN45uNImpzrcrmZ9YKMszMJoHKFtPHrWeXJICdS2aJsy35Txx5SRSgYGQceQy704agEUVffFIuBAq3fhSBBR5tScERkgEbSltj/GjK6PWPWDtvRCi1dtg4OmwTqpcjPVaKnTBUdHguA91n3COmVt/3XQYkc72CtBpHOeZrXMO46N04UHvyPYoqJQA/qoivlzHDaCxBkODgeLeQe5fn/Tjpxj7z2WgUuJx83nsH0W+YgIqy4iCePVIsC7effjoS4U1rmfL2QAGQ+DJ+HQ1lQf82cNw6jUVVcWQFx1kmR0NMf+iN6Nq9m+CLA4IvQxYkiAI4c2bJyu4Aj9kLFOuRhqRU3ZaSqdiiNtnK/6kF8WQ7WPmlJHUIOHyI0KxnUlXKCCLillkDCSkCoSx4TD4kAzNMUWBAgTmsZDnKBbJxAEOQskSFE8zuhiQhZBGBJeLAKc92DRMQ+pqIqqhQopIixOCH1KWIaAENxoeKeYcbweSk0u4YtHLYL34wO/imRV57Ia21UoU0AI5Xo20OhsrH1tvaokp+JUO1KHm0Wj0I4wKqbW89VU4mn0q9ZiqSNNe/f4vPR7hfNCYcbTYaxhhc4bJO8a6mOUtJQuXLRr6481OjplbGWVeczueNEGdENG07hzkR/mzaKZL/MUoNkN66hprIeNRgjrvt7pwlj9rtfz55KK7AhYFifWNUV9vNQCM5cU6RJxHUqpQBYH79WY1+guITIjR3Vic84bwScPLCgUtWRGyg6JM4QFyzYUEb6MdYwIjvDyYInTPiGz1og2jY699bo4xpnRgxGZ4chp9LloFhBp/W/jCIuSXpxYQEHLGZAyYkm7Feg82OxRz7zf9yTik+M1Gu/xT/7j8/sNUfuNxx226TAMeNNlrPuMk5Nudr8MQoqM0Ozu6BGFkTkjXeK8LxtNK9+VSlwXQERURHBWf2CPRb4YE7ryneqSoJn3yfeqtX0f1Ln/YY3KqDwJh9ZEoQzD2IYrAknTFMDMAk6lzhTqoL5cNqruCa2JXfUZqyFBIFgGD+9bBFExJXJqoKhOi+h/pEIpARr56IujWQWKuqgP8rak97EAxIxeND0uOI1kDonhRXu1CgtWQ8IqZTRORZlIBKsSaU2iEZVF4yEkY4p1GzyGrDVkMWasUkQfZYyAkHPosqCVDPZAyhmeCFFUwbgJXh1JEJi0x2NmwZK91m2VdOq+tDbyTmuQHalBrcaIIEZBhkZaF42Hl5Ki5wg5qzPfluiPGtQlRVmqzJWM0aP6d0usESMWgYemXldj1zsZo7Qxa/Ra07Grc7JfWtllvFuHbexD/d7fVbreVMX8uqmlWj+/SSvsSo9UVfB159pI1X0uLpTsSl2vBnHODPEOktXRO/JubEWDkkmQWMWS1kPEQdvgqA1oS8kBoAtRiakseOk8BdqUDkipKY0pI5U6Wk+ERRtUzbi47jnL+HqIm4gxl/RiYca6jyrKVD4YAaqSDJ2jupTQkMfRsoHzmi7NUGG6kz4C0Pu09Q6rbtA5zTuQ9OhLNBjCyEn7Y/sQMMSiTTAk3UbAwm8E4ER0zj1sHYiAZdsgi9behuLoMus80BYnP4uAk87zNfPjOvzBmzW+9ekKbUP44eMD/NByuyiUQDAMEW4x710yMz5/u8JpYnTDi9n9jlcJZ0NCxw6rvserF4db98uJi9bCrrIJxpvVgMyMVwctljMqzSiLGAQgtPOfwRGNehFzEOn1AI36ZTNjez+Kw2MLuR3ns7n/YfMkHNpxRdMcWsMwZqjPIF8L2wq1No1Ie2f0iRFzUmXi4nA1RBhiUiViETTkxprYQIyctc41kxqjNQWLRQ3CJALnVPFX287IqJYqADxrnZeDGpgJjJNuwGmndbovly0OgsPnZxHeewzM8KS1u6s+qhAVV/VVVwSbBF1mxAwctgEOwNmg5+mHiA6E4BM8OQipc0nlgiyCR9sEnJ51yJlxnBJYApbMiCI47TKYM4LTet/XidEGh6NFi+AJ3ZC1z2ESDJzxIjd4uQxAMSwXxYByJSLtCIBozbE4NUgPvB+dYyKnIi+iDngo77mSYinQlOzggPWQEEvqeOtpNLJu0wQxg+bq7CPMdRNqNEnPcX2jc4yETqJgibUFSz3RXO0sxu3qbAmreNImYqoGcXS6GEOexv03n0MFp1DSkRlFJRzVWSe0QcsTapaJq8reUGd5yKyOTd70g3YqGYv1kIAxc0Lr7QfOECFwZjSNKzX9ZXHKOWRWgaOuZzAJDlvCi0WDPjGYdbGoixHtwoNSHtOmEwu6PgFO+3CHZQuQwxAH7U9LmlkSE5dsGa2JFejCnUDF7F4dBKyTgFk1AWJJdU45YUUBiYcxs4QZOGg1Uu28w6F36PqkJSOyqTOOiXC03BEm3MHrN2v80ZsVXADWw3b1YgB423X49Ljb2UInxohPT06xTgknO45FJPACtAI0O2azs3XCm3WHLxxsd7LrOU+6QVtPkZ91aHNZNK0LhXP3VH1v7n4ANM351aIBl0XXOWpWDbBRqL4J07KUOUZlZbncib5sXhn7TANbS5yMu+NJOLR1Jeo//5W/gz/+wQE+/soX3/OIDMN4KJTnVHGcNqmnuSiFbsSigK6LpTWCwDuPFwt17DwIXdQIpojAB62rFSKsa9saCA4XLZoiWqIR1gguqbeHTUDTAoRi4AoQE4qwCCFGRpfzmG7bxQzOGeICAME6C0Lw6GNCZIcQHJbOwTmHvk/onYBEP2PTBDhkQBzWg4peHQWPRSD0WVei+5TRJ+Co9cjMOM2biKmw9pHsS02tB/DmpIeQRqtyMWAWCzf2oc09oxsSDhut2xUAn59pdGbhCV0kpFzESOR8OxMiNdqnrXZiYgwpAwS0XjZ/O/KlhlkXJy62rxjbM4kg+DCezwyLp40r5QU1qr+LuT6yF1XR/egMboRsiDSDgkVmjeSUWetBS7upWrPe1r6zRRiufk+dI+QkxYHcfF+PmoBAmr3hnRtb3xy0YXRcWTAqlEspXWAI+pyLMysI0PRpENANeexRnXOG8w6nXY+DtgFnwXoY0CeNajrnsGwdDhYL5CwlZVQXr2LSVmWnXY+2CVgEQhwSBsqAcOlxTThsPVZDRILWbFaF5sZpFNeR1vuSCF6f9IjCWLSMRggDq3PM0BKRITE64VKzq/1RY86gpsHnkZGpRq4DliHDe69R7piQmJGCQ8wlhbvx154XFiRYDR1CJrQ76ln/3h98jm9//xhvvvgSf+mf3b5P3/f4fLXGqmd8drqeP2fjkUhAYLgwHwl9vVrj09OofX5ncE7LOnJZBJwjJy0tCd7hoJnfcUharhJKyvscVU35NubifTI+VG28Zlm4kgp/t1R7A7i8365xuzwRh1b/PekS/o3/+hv41s/9pfc7IMMwHgw1jRA4L95ysc1GN2QkEbSNg4fDFw68RlWZ0TOjzxl91P6tAsGQMlg0usFJxYiiCMABTITTPqHrBxVFalTIqc+CNgg4AylrD0LhjK5nrKJGKXwRQGoIkCI8wjnjrE84jRnIjI8+OBgVKE/6QXvTpqwOOjnEnOFDADgCyFh3GSdxhQHAi8ajaRpEFhwFwrrPGHLCEBknBCybgNPGgTKwWHg47xC7hO+f9pryJ8CLZYsPDgKWIcA7gusHHPcJXgSfxoyD4JAEWAT9LOuYcbRo0SVVJmURHBIB0BrBk27AakhYtgEv2wbiNe2MAUCKA1Lbg2SGOIInjcAsnT+XLtYGr0IsjiYOs1kV75tpu5q7WGCo6sO7qKm4Nfg6NTin/S85aR9YIkLr3NgyS1Pfdf858ab6Xo7qNK65pNeSQ2ZCE3TRqbbXSSxwkLEVDSLrfEGEEAhCQZ11/QAA6z3QxayO4CTjpLYPS1kXgIackTLjRRswMGPdaXstIf1sQ2bEISJnwUoiEmvrHBbg09MeXzxaoOsJLSUIMRoP9FGvdRbG23XEOia9dwMBlBFZ8AaAc1qv650vudYJn57q+M66jMTAy4MACHDgCW+7iLddryUczGgWAcLQdmcx6bWqC1xBs0pi1siflCyOdR9Vgb5LODxo8HKhqbCZ9e/5wjsIZzAcGt9c+zv4dujx9myNw7ZF1/Wz+/3D732K3/8soo+r2X3W6zU+O2WsB+B0mN/vs5M1Xp/0WDjCqh/w4cx+kbXOutshCqXfGa2N3qX/3kVGnzTbJi0D/IyiM4/31e5zDjEhM+NoETCXeOzKguRlf5pYFnOqpsLWcU2yKXZRxdTqOG/CnL1h3D1PxKHdfGvae1iBMQzjYSMlElDXqLel/tS0JlfqM1EiPE1xKlHqVtvGY+gTmuCxCAFnwwBREwoHjQNFwdvUYygRixgTnHNYdz3WQ8YqZXywaCHCeNm2qh7KGUMWxJTAkJLapcIsLxYBII+Y1TAlz8jkMSTGqo84bDw6lQJVcRRoyi0JwTtBNyTknLQvkAi6gfF2FXHa93Au4IdeLuAzI4BwHIG2bdD1KjRz1DpIjDgZnNamRW0N4kt0d8iMl63DsvUgp1FVhsPCOwQCPjvTVEJetDgIQIJGeQ5KTaDWHJeWPqUmlkWjLdXwaBqvoi4iIJGxny2VENyi8UWxeJMaWsVIPFWl2FuSMzVujWktNIt+F/atda11k56u3ipp2mpjSDyKlbmaYr9tX5TUx8yqVBycttAq6YQ1pZ9qKvFkfqmRy+BUGElKbThNIrqhlB1MHYAqhDMVrKs1vKp+XqOqmiZcvdhFo3XpQ0zFwSvq6XAYhoiUGN9Zn+GDowOtYRSgj4xlcHixaLDuBaucIVnw6qDFkDOGIWMZPBw5JBH0Iuh7BpHgaBFAogJ7637A2cAYsuBV6zCIZmgMQui7jFOfcRgI6yQAC076hBfLRlXhs6CPDsgd2AdIBl4uGpysI0QYJ13Cqo84aAPOesJBcGibgHVi5D4hZa3ZPGocyGsE+2AZMAwJx+u+aAcwIIyhRJzX6x4gh4PFzezE7749wR9+PqANAz5/ewz8iT++db+Ts4jTM+B1M+9WiQhevwZ6Bj5/82Z2v7fHZ/jemzMsQ0Cf0ux+L9sG6zbhg2W785wAkDjvFFOtLaScu0R5WARDFhzs6MkbY8JJNwAAPDkcHWyfo7XlnT7Xmh3zQ51HZIcD6r2DKxHay8ocblNZeZ95rT63aM/9jct5Gg7t5Iu4sC+GYTxran/Uae2MjDVjmwduNSZFNunHR21AGxxWfUY/5FEB9MUioB8Susx4tWjQDQkxq7Powdp4nhneaQ/F49WAgQWrfkAgh9Y5HMQWK0ogAd72g0Yeo0aF+8QaeQDg4OAoqTImMQQOqxhHJ5oFGIYep11GL4RXAeiLkI0KUDGGPoOCgydGFuBsFTFkhnMJ318BL5ctWl+imTmNEdDTLmHROJBjvFkBS5cQgkNfUv9eBsLB8gAvW43MHvdRBUhE63VJBC2gdXjO48gBx+uIE2b4EPBiGTAkjUitYsZB6+FEI9MNOSy81uSuU0YXs/acDKEsOjBENDVRUw71M9ZARBWKMh421ZjeV/GCWWtJa+umqYpqbdM0Z4xWo1HKPSY1iu+1J3IGoKWlRYasjE1bZdVUY9nUEaLWner8smhKu63SOitnjQQya613FnWOCUV5FwkAYdGoAwZW8Tc4QuM0JT+X2tDgHfohYsilX2y5wWNKOO70vnzReMQEDKIZHhBBYAdPDgTG6brHSRexcB5vXI+j4LFijd6CSDMumgYuZay7iJ4ZlFWt+HAR4BzDQ/Cdzzu8OUt4sSB86eUScAHEgoNFwMs+o6OM4yFDUsIiBKSkLX+6TnAm2ttaiJBTwnEnOBsiPjxYIOYOZ31CgOBwucCL1uOgEXy2UnX3EDw+WQ1onCCFgEViAIxOirPjCVEYEjPEexy1AZR1Pl51CcQdFsFjlTNScvjgRTO2WmNcv9b6zdkpvv0aOALw2fpsdr/PPgU+7YAwzB/r5OQEv88agf/DT+bThE/6iO8ev8HSE/p+XlrZuVxurvkWQABwturQZ8GXDpaz+yy8LiJ5R7PRWUDH3njC/OgB5ozPTjt1LkE4Otieqj3EjNM+at/0xs+et/7VLhO/4vJ+yoImPJzng0z+tZKY2+FpOLST78F95MgbhvHwcdWRLa+nKYV1sTZGrSdrgxsVglNSdU9Vz6ViHJKaokQ4GyL6pNFV8g4MVRrVSIIam0MSSE44SwykhLMhw3vBSz7AMCS87RJeNEBPDmnIOB0GeO/RkEPPZzhYtHjROLxeZ+Q8gMDoEhBzxnEHeCGcDAM8MT5LanST83DEEE/IQ0ZMKuAUyKNdOByG0heRgK7v0fsAWfU4aD3erhNO+4xlELSDB5wDZcGwCDg9ZSwahyNPeHV0gBQzpHEQIbw965FjQobWBQ7MOFwEdEPCIggQCK/POiTW6PKHLw5V7TloDaGI4Kj1OGy11613DjGWFkKZkdihYUbbBgyl5ySzrrbXtkXB0ViLZ5xnjCjS7bUtuil1keiyv5eK/vCmdyo2Ufnx/So0xXOiL6rSyqyCY65kEkzrbLkW3paFkioOs2y8LoyVKJBDTW0kZNHv4nh9PW3abpUzs2hqcBIBOYdlcHi7HuCIcDaU+thSEy8gLIrtIgD6rCUOOQu6lEEujK2r3q4ihpzRJ0LrPVbrNaIIJItGZ4PHMnicdENxmgVMGakHkiekJAAEfRcxLFoMYHx62iPGDHZJ2/oMjNdnHT44aPFi2WCIGV1O4DWh9RGrz1dYRcYHywbeA5I1MyUlxslqwMvWoStKzI4I3RAhSdNIIwuGIWHdJ3in2RnrHvgnfiDjZfsSq8h4fdLBAfjgMCD2A04yIbsBS+8wJIEH4BtgEVp82BLaZYvjFPHBiyUIgqVziI7gA+GkSzhNEQtyIMl4eXQAX7I5rutE/O4/WOEtgLcA3nz6+ex+bzrdZ7nDt3zz5s3oCP7Bd+f3++TkGN/7Q6AJgpPVvBP9vddn+HTFQJ73oodSJy0QnMWMOdWZDFJRM+9VyX7GvOaccRYZRzvqbEVQshV4vG+3npMZZ33SFnqH8/t574DSG33+nKIiaABcEx6Uf3CVmn9jP56IQ7v5MlizY8N43hARgitphRfmA23pUgRPiDAUYQxJU+VF7ddY0wgTCyDauqaLEcKE1gOxL21qyrmGKHAqT4ouRhwETbXtoPVm3/reGV4se6zigCEDL5oWH324wGBSevkAACAASURBVOlZh9erHsu2AUnGl14doM891sHhbJ1wFhNOztb4fNXDO4+DRYOXbYs+JQzMSEOPN2tBjgmHBwt4p+M6WUcEcmgaQrtWoahh6PCDH3wARkYc1ohQMZfVEDEMGZ/0A+AIXzho8fLFEsMqaeRn2cAHj7N4CgSPyC0iA8MQETPjsAkqbNVr5Co4QeNRhK7UMUmnAxahwUHrsO41bXLReDR+ocq3ou0+KGgdmHoym/6bRNqrNmcGROuSXamT9WYQbKU6gyIC4pun1c2JKV2Fbf1Zt5GypooygEXQiOZ0/FJSgkH0zn0+jleg7WAy64IJae9S7x24tLMhotKDVWs3GQSGoCVfavkIMeWils3qCIm2g2E4FSEqhbWeNHLowBiAUneromg1xb4rDlnKDAdVB2YiEAgvWw8hVQnPkvHmNI59VaVtASdIoq2wvCccrzowA1kYgQQ5e3SsPafXndYruqL0nYlwcqbpvDkLQuPx6arDekjInHGWM5pMWCUBeMDbXnDcJXxhsUDwDMcRwTu8Pol43Qv6PuP7x2t88bAFEWO17tFFRtdHvG4IAQHeZRA5dElwGBy0nVeJMBOBJGGdGJ+vBpz1HqcxQTLw2elaszByi+NekFMPahZYtgQwYRk84lrwhWXEd3vBhzmjZ1VPbkIDOOCo8UgxgbMqzR8PGa13WOSEGCNCcKDM10r3/AcTH/b3/mjecaz+6fd2HOv16/jO/tv49mdv8EkGDjLw+efzTvT3TiP+0ScnyF+abwHkvUfkhD7JzrReiOB41aMJDl88nBe/WqWEPjKIHOZ0mr3Xe0Uy5tsEodz3McPvqMcFVP26TxkLmU9NFtGFKAbG8oA59mnbUzNCLttvH/ap+TeuxpNwaKffq503p2EYz4JarzfFO8JQOtyroatRIvKEABp7xIojIAuC0/6GNaqbMiPnTXTXeQ8RxmHT4E0fcbzq0DNKurNGV5oAHJ9lRGGsux6fvBGsomCVMl61hM/XB+iGjNenK6z7iANP+N7pC7xsArx3OB0YMWe8WUW8PV2j9Q1+4GUGXjLWqwFn64Q/OunRxRNQFnxwdKS1gU2D1PeIZTyZI5xrQCB877jHUhIOXrzEcTcgkEDgAEfoVmdI0uC7b87wxRcLbRHiHd6cerw8cDg6eIE3n5zgzcECQiqkNeSMRbvAD75ssGg81qc9MjkcDQkv2wYvW4fTAQjEeLvukamFh2DVRax7TdP8wssDONH0SyEHRw6ucehSAtaCg0WD4Ah9LL0/vaZo6t95XuGSi8Nym/VRj4kaBQDwzv1wVaaiL9dR78xFDZsA7ae68zzaKoccgUo0d/o3ZNbIa5+0h3JNi9xyMAA0Rv89qTML1JZRGNtdJRZwTkhMWLZee6+2oahAabrzkGVTx8tOU4BjhhBBOCMBaEid77Mu4rQfNPjrHI4CYeFdEXSKer+XbIYojBYOggYL73HWD8icMaSEJQWNYqIDwaN1hN4JwIxBgHWXAAe0TkBOa/7XXcTJWcQZCT5sG3RJs0YSZxyvBmRSp1vIIWfBYdtoBLmLSFkgKeL7pxELz/i89ThYHmBI2kaHRPD94zOsIyA547utR+M8YuwRQgtHavT3WXAYBE3TAOTweYpYDREkwNnQo3G6YNBHYBUHvDnx+PxsUNGqzFivB3x/ERCaBfLQY3nQo28aBCIsXrTohg6nZxrh/j3vsBDChy8P8aWXSxy2Dd4MPY7XA1ZZ4CFYBoc3K0YvjCETfgCED48W10r3/M7k9d/7+/P77U76Vf723968nndTge4EY1R4tZ4Xj/rdf/Qd/N5na5ytTwD8U1v3iTHie2/X6CLjh169xD/24faetqddxul6gCegf7HA4eHB9v1WEW9WPT44XGDOo805axaEaPrvHFkYx/2ARfZgnk9iHnLRrGDC9lHpAp53rjzrZw+1d9ueGlkmuZvWY8bNeBIO7XR13hxawzAuUo0W74tcqAiaVlu6xJIq2Gft7ZozYzWk/5+9d4uRbDvv+37fWmvvquruuZ0rL4fkESmKtu6SjwBdg8iyHSdGBElQYhiQEFgBpFweEj8EdhLkIYmBxAECwQmgBHpQ4pfEUWIJUCQhlhgpkShakklapBSSokjq8NzPXLu7bvuy1vrysPauqu6pqume6ZnumVk/oNHV1bt27brsvda3vu/7/2lbz2hQMCxSmSFdtmbu2+ShaAXE4X3ksPYcVpEgUJKEiyZVYH9WMatafGipWyH4hqoJ7M9r3gZ2b4+Z1jPe2oe6SkHCpb0DrgxgOCrZGw5w0dMEy535BO/h1sSye9MRTOT2QcudMczGYB0Mh9OUkXDgfSovll2oDyBq8p8c7M0YGLhsJ3iXgnvxMBrA2HfZ0QZ2SxgOoIowHAjOwm454tJoh/JwTlXPmbUt1o3YLR1tu0uMHmMdu4UljArqwZBLAxg5ZdIK6gNtFYgWDhvFSURcy7BxSGGZNZqy3iRLEx+V2qfAZmANAyf42AUkXUC7mjXs/f/QTtRHuwzEGWQnH0dOqvx7L/uLfl+puP3+PH1jTLYtAC7q5r7X7rPr/10UdpFF60t8m65cso3JQiuo0ueP+h7XvtXAGkGM7Z4/UjXp/Gy6DK2zBkdk7gP9K5zMGqwV9gBnzELhuCxsKpkMEdXIZO4x1lBYy7hOWUcKuuxiSAJpMdlZDZ2lCZGqqqlipI2RJkacFdRHxm3DuPHslGmhrGkD4yqgUZnMPeXAIdQU1nIwaYl0AlcxLZCFbjJ+eZCEnV67NWHWwtux5dlrO9RemVYNNw9nzINgYsQW8J69EYWDatrw2p0axbB/OGbctsTWMygspS2YtRVlOWTkhNp7fNPivcfjiBqJErg2GjCpI75tmHsYOsPAAsYxrxqaVFzBeA6+Tp/1qICqhhoo3ZQBaZtLI9L11EBp4YrfwQCDouTzb75NFJcqYqwhquFSWXJYzZk2e5RieGdSMWtaSlfy/M4Ad2nA9XHDro9YhUtDS+uLrZ6oJ+EPH+jR8JkTbveVN5a33769WVn5s6/NefsADsabLYDm8zlfeXtM1Uae3RnyDS+tj0LvTGe8sV/hjOHrX9wcXO7PKm7PPds641WVW+Mar8qVUclzV9b37s6qQN2mKoIQNi8JHMwbxrOGyzsll0frBbBEUhtiwb0zr2fpfZs5H56IgHa15PjPb0755X/xBj/6HS+d4xFlMk8HsVvZPJ5BuUi0XT+mSMr2iCSRlb4/76jHJBjS38aaRXCEgEWYVg0+JLsMHwO7IwMqjJxl5izOR6xEDqpA1TTc3J8zbSoQRwlEK3g881DjW9gfw/Ub8JaHSXcMxRhGwA4Nl22DCTADxkADOAJzAgUwh6UQRyDNCo8zPvb35rnQFpQXgat2hitn+BaKEsoSnt+t2B9BVc/wAQbFiGevFOxXlitDz9sxcGk0YFoHhgOHhsjezoDQthhrOZgHdmyNNSMCCj6kRYQIpsuytjFSSPLeDV2mKCoYdGEZ0TYBrykTb1hOYLSrEesnLBell/SisOhDvUfWofcOXv3bx6MqncezXasiS6Yr7T1e4nn8MQuxl66UfLVvtl+wiDGVGluUpgl4m1RRS2dog9KEZNUysBbnDEaVJibVYNcptzZdubIoBBGcCFWMDIyhJuCD4idzdoYlxhpCCLS1gqbS4XntcU6wUbFGMQCiGNXkNwtMqxYDtE3FbFYRMTTeczBpsAPLQDyjwhHUM20jNij744rWKL5R2qbijhF2dob4WYWTyNA5blYBE1uC90yqisMKFMPeQLg0HHJQVbx1Y0wVI4Jy5XDGuPHM5gc0UtA2LYS0CPaGg8vOgS24PpkzraGtoA7QVLCzCz7OQaGZN8wa2B2mLNW0piuuTpcZR8Vl0qVoDkyJXclnk5Sbu5+WdL0rgJ3uM++zk/19o+7+AFwHYMbzQEnqX92hTdtKoBxBITV7l+FqeYfRQNifKjensDOA53ZTsE9RslcOeOn5XTQ+h0UZuEu4B+itbO+9yVa+dMLtvrhy+9VXN2/3+YM0Jtw6ft1foWkaPvnFt5nO4b17HvjQ2u3aVnnzYMzIQdNeY3fD/t65U/HmwZTmyqYtkt7BpPG0UanbzYFqIHmka2dttYlZ3eJDYFrf+xOIMSJbkl3p+qP3XKjrrcdyh8vF5IkLaAH+zv/2Wb7w9pjv+cizlNZQOpNWaVmqGZ7VF/Ju4f8H2Fc+STIXiGd2S953dVMxT6LPuPS2KfdLrz58VkFxH7wIqc8uBabaZUQMVdtlN0gldCJC8IqxYEzKvkRVrMC8sxDwGhmUhmrSApZdZ7pzNmV8Sic0EbCWkQq3Z1Mm84rDecOoaKB0RB8pTEEhMG1h5tPPZOXY2+7nEHhnS83aFuHMh8K7wLv9TBWSYOsM2IdngGtM2bkCe7tThu/AIEk2MzCOa1cv8cyVAe+3l4iDNKkfWMGjOI0czD1l2TKUklHhAMVZSxChaj02GLxErKb+S2MM3gecs2iMndJxUoCtVRkVlkHhsLpcaFlYpBwTEDreO3XW38UngbBYuOpVw5derkonftQtEEnXRyqpcj8FwiYtEhXWLDKni0yqpDG8D3RNVyfd+OQ3XHRWIK2P3XNqV7IY8UE5qGo0wOVR4OreIKmPt54QItEpg2iS4m4bqVqPAQ6ocNYxcJbWRKZtyqZqCARXJEXzNnBlWFL7QDuvaNqIdULrldoHBEPputJoVQypX3y3sAQik3lgXDXEEJl7pbCBg1ppa484IR4aTCE8t1vS1J5pXRPUcHM8pa4a7sxr5k2DGmGvcJSuoNSALwaEusHHwLiquTNWRiNo5strwq6DG2OYVUmIx5VT2hncBhpaLpNOX08Kfho8BZ45a64r6xbAqs3flRun+F41a56vZVlau23fi2umkq5DANPVO7c945jvf/YdfvRf+ijf/w2WF67uPlbCPL94B/6bDf/bpjTc87WvfY1P3063f/9Pb/FT/8r67b7y1jv87h+/xk4JP/Th57h29dLa7T73tTd543bFrWeG/PB3fXj9zlS5MZ1RN4GPvrB+P5DUkOeNxxRu62cSPIznDc5sDmNCiFw/mBNi5MVLQ3Z3Bmu3E0620LmulSlzNpxFf/ITEdDuDix/6UPXeHa35Dc+n9rvf/53vsrP/85Xz/nIMpnHl5/47g/y93/kW7ZuozGJlDhj7jtb21trhKjYKPetRNhnevrj6PctXRbGyFJZNdlWLMstYwhUPlL7JETUX1g1pvtq7xeZGeeUed1yc9IwdI4Xr45QDYyMcLtuiF2vkI+wu1OyP5sxD1BVgXnVcDAD36bJZhuO9mM9rtzuftbNRF/C894rd3jPC1DNPDdHZRKvcg5nYLc0xJ0d0H5QS9ku7dQwB0VBjKnvrXTJY1Y0fe+mszoJ9lhh6Fzy/hQwJol+9WJB2vVHwdFy2eO9U6rLRZq+TPmo/dMy4/gkEJLUdHpPJIkPrRPJWfbOKqFNpcMxRMSY1EtrDfPW06TmdAbOJeE1kzLAqn3dg6QA0QeqkH4PnMUaQ5lkZ0EMTVVTa7Kp2nEGH+H6ZI6JypWdgiYIVdMwawLzpsKIo42Bw7qhcJambhnPawbGMmlbSmtTD7b37NceVWWgIAZeuLJDUHh3f8J05oki7I/38WIZ2ILRwDGvWrRwNJMx0e7g2wqJLT4ChXD7cMb1OzUReOHKgMbXNK1QtUqIUM9gMod5C8M9kDlUXZ9wbGBYwO12cyCXQs8+itzcP7mRY7alk/VbPVV84hZ84pf/jF/+qR0ujUpGg2Khvv2kL2Z94QtLv9vf2DIA/frvf41PdqsIf/v11/jAS+vtgv7wy4e8vg9v3d68zDqdTvjUF95g2rS8OBD+4kvPrt3uYDzn+q0ZxcDRti2j0fpF9Ta0VEEJutmTt6pbau9RhUmj7K5vFU5Bar8ILrlt8Tw4i/7kCxPQisjPAq8An1HV/+A0j3XW8E/+3e8FoGoDtY/cGNfcmTWpXC2kkrXkKZ5WAc6Cs9oPnNyT7577OcuDyjzVvLRBKGIVYwTXBX++82q8n2xtH4RKd/v4hOJeWbNplfpaB87irFC3yUzdkPreLOCsBfVEhbKQTpwiUoXAeN4wrhqGZbKomNUNGtN2h3Va8x4ZEGsY157rdybJWsIotyZX2DWBG1Xk1qQCDTRNhOBpqhlRPe/uK4eHUE/TtHTGMhN7khX1x5k3gDcOYHgAH/zqTV56Ht7/nkt84LlrGFXqQcFu2TCtC6JGat9SGEOIgg8ej7AzKlJwiTCw6bObzltmrafxgVHhcFYpjaEJIYkJrXxVeuXrRQAbO0uHNtD4SOkM4syRQDVGTd633eO18/qFpXBI7198VhPgvpdLWaps32v7o8ccF6+3XxzoVXz7+0IIi77j/vX4EGialhACpbOUhUt9ydbSNA3zusa4kkFhGU9mVE3ylCydYNo5O8MBtw7nBLFMphOIkeFowGwyY3d3j8LCO9ffoXADpvMZVQPihMlMqSbw7DOpj3LalUm+fQPqBva7CgUhVQj058yElIx70HLP++PWPf7fpzQ3jMW319x3Pi8kA/zoL3yWf/RvfoRv+/oP4MoCEUk2Yk/IotU6/v6XT7bdb6ykxP+P/+sm3/c967f7XBcf39lf/3+Az3/1K/zKl1PAW4RX+eHv/aa1271zZ8z/8yevUhr46x+7yuXLl9du9/rtGW/fOaSqL/Ot6yumGQ4cbQi0beS9lzb77bZBaXy62FhztM1hlSRsF3DWPnDrSm9LJivVKQ/CQmn9ARToH3cuREArIt8J7KrqD4jI/yAi36Wq//x+9jUsLMPCcmWDaXMmkzk7+v7TNKk3i6D0VPswglPZKNyz6h8rend2zIeYeua6CfxIkmejkgTjjEhSe+18KA1dZqRTLW1i6rmLmvrqmuBpQqRtFa+GGCLGmqSWqWFh/H5rFiiNxdo574pSNcp41tBopJq3lA4aRkQCtw9qvGdR0leQJuT31c76mFIBXwoQ98G4Me+5coWd4RDrDFWrzNvU79fEZL82sI4gKYBtg3J5mES80CQGFGJasLDW4IzBkgS+vMLcRwqXfDlX6UOM2AWOoRPnsRGaAIWzKZtvUi+Xavr+OdvXp3f76YSLtn0v74eVRPI9lYTDYhEo9ba2IdL4kBINmoJUr0qIgRBTxrtuAweztvNmFJxJlQTjquHOuGJcK6LJuqYYOEYSmbdwOK8ZutRHflgHXr+1T+sDt2Y1cw9+BsZC28B0vvyej4CKA6b0ScLV7OJKwPfqA791mcx98w9+8Sv8vX9rjw+/eJXdQUFplcI9nUHBJn65hp99gMf/419Zajj/0zc3b/fZN97kTgCJ8JWvfIUXX3xx7XZv3a6YNJa37mweRds2LXYOrBLYHDQGH6l8CgiHLm4MaGd1mzzPfeTSBiGqk+JDGsd6m8BNz3kS+ioiuD8F+ovAWfQnX4iAFvge4OPd7Y8D3w0cCWhF5KeBnwb44Ac/+EgPLpPJrMcYOZKNNfc5sU8edfdXzikiFMYQQ+h69JJUv6pSuNWVVEW0j0s6RUNr0KiMSkdhU689A0dRtgTf9f5FpXAGY9L/D+cN1sDeoKKKgZ2yIKhy7ZLl8qigkMD1mWdoDVjh9rCgdLc4rFssBTG0NAKTCdy8A/OQesOehtqK9wPvfR4++tJ7+JYPPZOUiVXYHTqu7AwgpoFtUBhKYwgxIJJUbo0xCwVKiSFtUwySt6RLAl6zOpWGi9xdQbOq0tuXnBuTlJOtLLUYem/b2IkGFVYWq95hpVKgrxo4S0RScAxstZmAZTVOL5K0+LvrRYqkiY73aZbgveJbXVQtiUasM/iotBFiSD2psbOxEWs48A0hWqo2oJK8WxsfwTha9bQeYkyltJYU0PZapxVpgtFyV8VrJnOhuAnYI/7j531ETx5/+dvgNz+bbq83E0q8cOUZnr90k6EreP755zdu995nRhzMG67tbg4si8J2yuTby1itM5RqFgvzG+kGlrPMgPbaPg+0j6RpBdx73LionEV/8kUJaK8CX+luHwB31SKo6s8DPw/wyiuvPA1zv0zmseNBLsybHmuNIHGzWIA1ws7AMVSbrHmMrL2wpdKeZU+lREVVGI4se0NHil9SWeazpP7ZXrBGkk4N3ivvubLD1z13iTvTBiuCM4KPER8jQyeoFPjQEKJAjMyahoPm/bTziku7IwyRWat433DjzoTxvGJQOt6+s8+tyZSgqdxychOu304Kn6/f97t6MXhlCN/xsYKPvO959kZXePnFXd77zOUUwFqDdKuzg8LifQBjGBUGUOpWsSYp2PaUznbCQ3Kk5PfSqKBqQvoOrOnFXi3tMkbYs7Isy9Xl/f22x0t6V8vMjJFF8HlWE5zV7+i9sCYdc//6HZpsZ0xa9Q/RgAMdpEyAUfCjyKXGp15wI4DQ+JBUaZ+9xHhaEb0S1WNHJSOxTGtP2yrFwDCwwrSK3JocIGqYtxXXpzXazPFSIlpRR8vtgwlFkbLeNkKtcPvdFKw3Lcx9Eg2bzlKwG0gBcMX6itxM5mHyX/zNj/EX3vcse6MS2y9sbuHV//pv8PLf+7XF7QdhdV+neczj9px/62/9DX778NdoavjJb9pc/vtXP3qNK8NdjBg++tGPbNzuu77uWfZngQ9c3RzGOOd4Zjf14O4MtmxnYFi4pMK9JaAdOUvstn9QkrihPaOA9t72bE8DchF6LkXk3wduqOovisiPAS+p6n+3aftXXnlFP/WpTz26A8xkMgC88sor5HMvk3n05HMvkzk/8vmXyZwPIvJpVX3lnttdkID2O4GfUdWfEZGfA/5nVd3oV/3cc8/pyy+//MiOL5PJJF599VXyuZfJPHryuZfJnB/5/MtkzodPf/rTqqr3zItfiJJjVf2MiFQi8rvAZ7cFswAvv/zy2pWy436CmUzmbMmr1JnM+ZDPvcw28vzn4XIRzr/8GWeeRkTkMyfZ7kIEtACnteo5jg/JXgEl15JnMplMJpN5Kjjup5wDnieP/BlnMtvJDsKZTCaTyWQymUwmk3ksuTAZ2gfFnoGHUSaTyWQymczjRK8EDzlz96SSP+NMZjtPTIZWJHkH5hM9k8lkTs/3/lf/Nz/2c7933oeRyWTug94/OfPkkj/jTGYzT0yGNpPJZDL3z1sHFW8dVOd9GJlMJpPJZDKn4onJ0GYymUwmk8lkMplM5ukiB7SZTCaTyWQymUwmk3ksOZeAVkTeJyK996zr7vtZEfldEfmH53FMmUwmk8lkMplMJpN5vDivDO1t4IeA3wcQke8EdlX1B4BSRL7rnI4rk8lkMplMJpPJZDKPCecS0Kpqpap3Vu76HuDj3e2PA9/96I8qk8lkMplMJpPJZDKPExelh/YqcNjdPgCuHd9ARH5aRD4lIp+6cePGIz24TCaTyWQymUwmk8lcPC5KQLsPXO5uX+7+PoKq/ryqvqKqrzz//PPH/4cPkRD14R9pJpPJZDKZx4YY0xwh5jlCJgNA6M4J1XxOZJ4MLkpA+89IPbUAf4Wut/akRAUFouojHbBUlRA1XxAymUwmk7mgRFUUCE/xWJ3nK4+ei/qeq+rinMhrPJknhfNSOS5E5OPAtwH/FCiASkR+F4iq+oen2Z+R9DvEdJI+Knz3fDkznMlkMpnMxUQkTRLknI/jPDnv+UqIT99cyYdI4wONj+d9KBt5ms+JzJOFO48nVdWWlIld5Q/ud38ikoJas8zSGpNP00wmk8lknnasEYwuA9vMw0FV177HcTXZENPn8TTgoy6qB8+CTe/vaRERCitntr9M5iJwLgHtw0BIq2EKCBFj7EN/TmcEVXLwnMlknhjygmDmSeRpn7j385WH9Tb0FXKC4uzR4j8RUl8Y55sRPMsA7iT7ckaIuqwifBBi1K5kXnFGziywzWSeFJ6IgFY1neiqihEBeTQrTyLy0AaHTCaTOQ+iKiYXomUyTxQPe77S94kqdwd7IoIzy9vnwWpAWNgH67Y7aXBZOHtmc9HVHO/DXJjIZB5XThzQisi3Ai+vPkZVf+khHNN946xBNZ3sISpGzid72l/Y113EcolHJpO5yATVJ2OlM3Oh6cVyjEiuCHiM2DSHsUYIUbvA+e7/P4p5z9a517HtHuR4+qA97evRJDaM9IHs9vOlL+/O51XmaeNE8xYR+QXgW4H/D+i72xW4EAFt1K5MTqBwZtG3EM4h07AqTFXYo8+9LIm+uyQnk8lkLgLx4uqXZJ4g+nHyUVUE9AG0PaNyzaeRbXMYEcHZ83tfVRXfiU7ZNcmM1YDwQT9/jZG6DRhjKLZ0t53lnO+k72+v5H0e899M5jw56UL8d6vqNz7UI7lPevnx0JWAGGNA0yB5HkHjqjz78VVAPfY7k8lkLhqPUik+8+TSW5aIyFoRoL6t8lFl7vrvdYh6roHX40J6z1IgGHX5eV1UVi9b647zLAPu0FlFhhgJweDc+v3GlffwTJ43KsL2ykMjssjQZjJPEycNaP+ZiHyjqn7+oR7NfSAixBCYNC2QTvhBaTFGzmVtynYiAMLdA7Vb+V8mk8lcRJ5mr87M2RG6SilVXasw/CgXnEUEQR9ZAL2O1QziWYn6PEz6Y/VhKRJnADpXiX7BArgQWW9jBO2qSx62irKQ3p/0LJuvl2d5FD5E2pBe4LCwG99vawSbZ5mZp5CTBrT/iBTUvgPUdIt1qvqtD+3IToE1Btf1b0TOt0dVRNi0CLjtf5lMJnNerFaWxKfMKzLzcDAiBNW1i7vnQdLYOL/5wepp9TiI+iwy6Cv3mZXANXYLFpBe20WY2zwqOyARYeDMPcuX+znfWRyV6jJ0jlGxF+ENz2QuECcNaH8B+Engj1n20F4YnDOUrSGIMizcEXn6GJUkfHyxT/6TlJJkMpnMwyCszLZzPJs5C4yRC9fD96DzgH6x537G6b6HU1UJQAhnZ7/yMLC9LWFh1s6jREC6M2qimgAAIABJREFUIOs8py19afSjnD85K0RN3267pdLAGiEExdyjGKHvtbVbhJzSc6bs+LbnzGSeVk4a0L6mqr/yUI/kARmU6aX0q8EiKw35ypn1TmwKkHsZd2F9KdU29b1eSCpGRUK6WD0txuOZTOb8WQ1iQ45oM5m76O0BAYinD576Hs6l5csyU6uqD+xpf9b+0dKZx/Zlrm5l7nKRlHSjLvv+ZU1p+8N6zv51b8v6h6ho14O8KQRVVao2EFUZOktp1qtMiQiDbQpUK3gfMYakKZPJPCWcNKD9ooj8L8D/SSo5Bi6WbY/pvGc3NcLfS6DiJPSBp0bFGoNZCWxXBZ+OX+BWB7B16nv9X7FTYIyquQcik8k8MlaFoLIoVCbz8DBGiGGZ6V3trdV4f2Wz/eJ9DGcrhrl6KVgtK34YSroPmmn1ISKYRyP4pUrdhrRIUd47yNx2RVXVMxUMrRpPBEyEYZkD2szTw0kD2hEpkP1rK/ddGNse6AeBu2XaIWVr6zakk1wEI+ZUq3iqStOtoDlnu8EnEkUW1jwPKgmvUbHdY3Mom8lkHiVHS45zQJvJHGdVA+NBs5JnLYj1sBwUeqGllEFW2pCSBn1/7fEEQl+JFuLpsrchKq0Pix7dewXJq5Vy1gjqUzJAOftM9TrakAJaayBYwbkNWVUghLj18zbGYCSmRMYZHHY89juTeVo4UUCrqn/7YR/IgzCvPbUPlNawMywAUgAKGBRrTScYBcacriQlxHThamPEGQFNpTfHA89+Drhuz8bI4uqy7kIbVJHu/ovcU5PJZJ5MVpWNc8lxJrOekwZKRz1Rtwd2faCsHM3ObuurPF7y2zso9Jv1/5eucu1e/Zmb6HuGrZHF64mqFGsEtvoKthBimnOpbi0B7n2BhTQ9UlIWeIMDzpH3pbfD6YWZrF0qHPdP9zB1SZrWc2taIcDImY0B7bzxtFEpQmRvVK7dJlUWgliDbgnk+ww2bM/iD53BR3A5OZt5yjhRQCsi/xNrFv9U9afO/IhOSYyRNka8Kr71WJP6VLwqMUZ86C6+pHIZu6WnYF2fa7pPu9+CNWCMvfti3q1g+qgM1mSAtw5oLNUEHySYfRDBikwm8/SiK8v5MS/tZzJnxurEaVO/5fExe7UMNa4EhosM6LGS3+NWgbF7fIzxyH2nLQ9e7fW1x/xNo4KoHukl7Y+7b/86PpdqQ5pPWZG7MojOGgwnEzxaWApFpbDpedxKsqIPruHh9NU2QYnBJ9vILdfLJio+BKIa9rbsL3bv3Tb1qKjQhpg+Z8zGeZ4xhlxpnHkaOWnJ8a+u3B4CPwq8dfaHc3qMMRRGaHwEhfG8IRooxFA4i5HlRdlZu3Fl66hH3PICaI1gRHBiFiXBC8PxFYsgI0IdYrIqOKVx+1nYCaz26d6PYMVFY9Xj7lH6FT5J5AWOzElZzdDmkuPMo6S/1t+PwNBZiCltox+DVvUyToKseLX2h9ZnXI3ce3+rj4cugNO4SD9qTFVdwvrgrZ+nmJXbJ+3NXWQCu+xpnzkFXfjNrj5nDF3wvdIDi7KoOutpQ1x4txp7tGy57yXe9p4s5l1CNxc7WhH3SCvbNFC3KZjfprukPjCpWvaGm6faqkrjIyFESmPYJB8VV97z4i5DpUwmc9KS43+y+reI/K/Axx/KEd0HzhqG1jBpIzPvMSE1w4+cwZSW1keKrv7i+MDXD1gaVwaLFY846S62hlQW05vF99v1gas1QtllgtfRl9esDgiwHNge9GK86iN5v7vqfeVOO3g/DOIxz7UclJ2OVUXO+xUayTw9rJYZhxzQZh4h/Zh6WoGh1UXodYu4dad7UVhzX4uiqwEEnNxDvu/vPK7r0e+p9SE5GawRiFzFmpT9q31YXL+FbqwXWWQz17UIWCNY5Ehp8knH9D4TGFUpTOpR9X2wqne/D8vS5s6mJuUWCDEiXT5x+S4m1i1eHD++dSXN/X4Ghd06L7BGkG5K93DmMtLN5bZXtMx8IJJUjDcRY6QJEVWlDsr6wuSunFwVY+6tAZPnTJmnkZNmaI/zUeCDZ3UQIvIy8AfAF4BGVf/a1gesoKq0UWkigOJIy3bGWmzh0irjYoXSLM3Au5VdlU4dTwRZURmOId1uQ0wXkcWKaVe6s+ZisfBtW1M+1A+MISrWcF8D5Sb6lV+6AeW+RKn0qJXAI1EK3IIRVsqozvVQHnvy25e5F0dUjnMPbeYR0o/Pp71Ora67HP/GrlYspYqp+zmu5Y5Xj60PpIW7q4cWmUtlIRjZY0UIMS7mB6slwJvsANsuOoxRKZ1FSdlaESUiWLYHb33pcb9YcNK+0r58OPW0GkLsVZQD0aVqNdu9QV5T4Ny3diHgY6T1kWGR2rNMl00eOHuiQGthucjmzP299vMwA7peQ8XK0e/hcVqNND5i7jGf8iGm8vBiy5RchLqNOImUttw4L3pYiteZzEXnpD20Y5Ztngq8A/zdMz6W31TVn7ifB/YDixFht0iKcSpmucIqoN0qYdN5qvWlQFUT8TEycpaisF32NAW4rU+9uQClERTFx9gFw2aR9V0cR3eBT+VTy8ElXfz67OexVcn7ecErrPbayD1WfNexKjyxOKYLEEHKioJ05vT0PUUPsxwv8+Rw1LbnHA8k81jTj7mnWVi1RjD30ee4TWxRJI21UTWJOd4H/TW0v93Tnx+pR/Xo4rZuiW5Seao9Uq0Fm4PghU2gQGFXeyZNyoqyva0kxGXgnTKnJ+srNZJ6Y0NQBMGvZIgbH4khgknzHx90EVgtyqltytK6LntsAB86q8OTlj2z/C45a6DbXx/4nzeFEQonOGtxW9SXdqwlSKTc6ELb7c8aopGtvrGzyjP3HkgViMYUa7fzK1n5+1nIyWQeV05acnzpYR8I8IMi8rvAL6nqzx7/p4j8NPDTAB/84AdX78eJ0EbFGRiUlqZJE7S69SkjatOKosYkty6SSnX60uJyIRqVglnfBaRGlRi7wdnIIrsbNfXZRtW7BuK+BCqEZY+LW1PytG6gvB96hcSoJ+uROT6YrgpPrFMuzDy+SNdnlMnciyMlxzmifepY7U+83+v/apXPaXUk7vc5NwVIIsKwePDZ/FoBpy3VQ/aY2nDfH9zby/TbbFrKDiGlWvvH9/oaq2N7vwAQddkecDxAjTEm39iurKwPLvvMtWDoTBvumjeEmCZGXgMSlajJ29V023Z1XKknNsSuNDpljedNWCQXYKXXVdO866TzCytdCqAXS+q1So4tHsS+Ym7l/U2v/+GW3Er3Ocd7vJ6o4JxBtsSzxhh8COl9H2yuX+77xe9FetnL79BFYptydybzoGxdNhKRD4nIlZW/f1BE/qGI/B0R2VTqfz+8DXwD8IPAXxGRbz2+gar+vKq+oqqvPP/886v3M20D08ZzZ95S1Z7ae+at57CqEQHvk5R81QbaEGhaj9XYBYNdj6ykizIiFNYgqjR98NcNMEaSPL7rhaG2NE/oyu9+1TZGXdw+i77ZHmMEZ0/WV7FQP9ReeEIWK7j9cWUymaeL1UtZFoV6+uizOg+ymLFqZfeoxpF+HN6WGT0JfbB3EqSbI6wbc/vAdaks3Isq6aKM14d45H3WbuFcNFkL9p+DNWl+Umx4nrvKoEMq8/UhEnTVcsd0v9MjXNdW1YZIiGuOJaQ2rhCUuo2EELpAFEpnKbvjid2L0+53WNjppNeTsphmIVwVQjzx90K65HvQlBw4Hvz4TmCq8aF7n/XI/4ImX9vVz7VfXHjQ7wrAYdVyY1zx7sGc+Xy+cTtrDT5uf90xRuoqUDWhU4FeT1kYNAYsEWM2L9bYRTn0o5vLneS9XbT7cfZ+yZkM3COgBX4R2AUQkW8H/nfgNeDbgZ87q4NQ1VpVp6rqSYrK33yKx1I1NZOmYVa13JnXVD4QQjrpKx9pgqfRSBs8dRuYx8jcKyEmv7QYlEnTclg1SYa+K1UKXfDXB5/OGkpnoRsQ+pXXVVw3CJXdhbwXYwjdyqiPy0HNhwcfiE/D6qH2N+0Jg+FMJvPkklWOM2eBsyaNgfeRfYmxD7JO9v3r1WErH6n99rG0DxrXsfBP1ZMHO/GEgdHqu9DPA44HuEpalBZj7loQMFtKt0031+g9aJuQLAzbrq3KGDlSqtwfbxtSsNrPR/q0X98bHCUFqal3Fdqo1G04Ur4sJDuaSdMyawNRutYvI922KajskwTOmjTXOsWCyaL3ds13adlmJYtgyoejCQZ/7HPtP2d/imPYRNVEZm1g3njilvCsjQGN2xeKQghMg2dWt8wbv3lfbSSK4DWVgW/Cn+HrPCmNjzQ+JLeRDfSJozQvfmSHlnmKuFfJ8UhVe3uenwB+QVX/WxExwB+d1UGIyCVVHXd/fh/w35/0saqK94HxtF2UzdrCMrDCYFDivadukiS6wxAtdC0ZXd+K0nifLgKp3iplY43BxrCUoWdZ4uJDXIgcrCuh6QeQ1ZKrIytYKkcUlfvB7bSCTuvKmbbR96XmsuLMNk77vco8/qwGsbnk+OnDbRA0vB/ud2xZ2MCoYk+oLnHSb+oikFwjlHPao10VYTyJzsNqBZQRWZYJ9xobrAhVkjJ2iNC0ETGGgTu64NzPI1bFkpJ8h3aCjmYhZLnuPZAuYA0huT/clf0lBcfp/52SbzdnCN2ESLuSZyNCEyJlN+8qRBA8XlOQ48r0vQox9TKvPlVfFpwq3eRI77V0gXqIipVeNEkX1Wh9EO+cLPxw+77bvux7IVLFsv3mrBIIlkBVewbW4OzmbOm0ajmY1fh7fFMLI1gruC2Z19Q0rWC2n6chpgy9FQU270+PfQ8fhGXl3/bXua3cPpN5UO4V0K5+8/4y8B8DqGo844DoB0TkvwRq4BOq+genefC0SaU2hVFaHymdEKIjhgAI0gVxtnTYGPERdqwg1qIaKZyjqdukkKzKwawldmqEZeGILFf4kqhUGnALZ5cKjSL4ELsVKmVYuKMroyv9uDEqYnqBKF2ITJy276gvZ1JV5BTeszmYzWxj9Xt1P2ItmceP1cxJztA+fVyEfvs+2DseiG1CRCiMEDorma0eptuetxOXkgfoH97E8Z5iY2TR79oHFH2frKaL7qKUNqoycH0fagoYnBEan7KlzqQ+4X7h0S10QfoKshR4O2tofVxklXvXBR8V9UrZzQJFhOgDUSMiUBQWp1CUNmVsSZm1tr9WdH0KTpKNTh+MGmPABxSo27hwheiLpFezpXUd0vuOUBZ28T6l9qgu8RAiRgQflVIM3kesXS62GvpkQQpwe10R6Ht7WSYMlu6MD0Sr6XUaa7ZmJcezmmkdMNQbtzHGUNUNlVfed23zc1pJJdiE7d9TgfQeFZsLMFctr+5lH3US+gWGvP6dOU/uFdD+loj8IqnH9RrwWwAi8l6gOauDUNVfB379fh4bQsDHwOG8xgBNVCZTZW93wMAXTCqPQRgNDBoi1hnEWKqoFOqx1lA6g7UlAkzq1H+rwKBb3VrM77rfxqT+GWNS6YfXdFEFoe0u8kWMiJiU+Y39SthypdN0ZTiQLtjKUgF51Ttu24XmaDnT6d+7nKnNrCN/I54+VkuOw+b5WSbz0Eh+73dffY57uPfCRkYkCT6eYN/3mnAbI4tWIFhvf9cHnadR201L1kcDkNXXEKISQ2p96sWUYoj4kKrDBs6CRiLpeFK5cCrntWK7ucmy/NkYoW4CbUyB5N7A4VfcGvpssW88QaHxHubKzsAxbUK6DqjiBJoQ2Bm4ZBWkisa46McNIR2TxkBZOFofEWeW6romCXXGGAmk2Feix7jeSUKJITBtWgqTguE+W9yXYfeLqt5HlOS/WrUhWQHFlB1flIt3yYLVpED/WWpX9mzk7PzYBaX1Larp89nEZOZ57c6Y91/b27hNXdd89XaFbwO7ZcGVveHa7WZtYDqrk/dwGOI2SBg3PhJJyR0Gm19Df16JNafyf15H4WyeT2bOnXsFtP8h8DeB9wLfr6ptd/97gP/0YR7YSRERxvOWSR2ITcvNqqH1LVfHQ164MqI3m53VQlk6QojsjBzOCKV1DAvLwNllANmV42CEoTUUJin8aYpXcd356uNSZErELNSSnTGLcqDVREe/Uhq7cmXtRAusuVsBuZ9crvrUrWN1tfe09AOBkL3KMkfZNLHMPLmslhnnDG3mUdCLxGwLMo57uDsrG0uTw8pC8PF9LrN2m1FdEXPUo4vEsSvjhBS/yJptVo+5L9/u/e374+sD3F69t8+iSvd332tadlsWBlpNi96FNRiSwq4ExYpS1546RqJGSmMZDlynwpyCvD4zG7ssqFGlCdCE1K88rRqq0lGHiBGl8imgNSYtzosIlwZpjuJ9ZOp9CqxVoROUatpAYwJzLzhjGHRBq5FUutxnZFsD4iM7A0cMyryNWASvkd2iwHTvTRtiVwKfRKlKK0gnEyws5zur340mRArMwqJpVYAold/2olWy9vtxWprWM5l5ShfYtgT81VsTXr85pa4jfMv6beq65t39OT5Ent8QzALUbeCtg4pBYfjAtR0Gg/W2Pf23WLfWJUDjA6qdeNQZ2PvkYDZz3mwNaDUt+/1jEflXVfXNlfv/hYj8Ow/96E5AjJEvv3OHz792g1I86nbYHTjqa8Lu0ODEoUawsTP7Tk2w7F4aEIkctp6dwjIYDjAIg8LQBsVI6hXpy5B87IUW0irirG7TINA53DpJcvalNUlWvystDp24QtH9Xbj0iKYNmK7X5XhQum5VdxMPYrEAWW0uk8lwZPHtNMItmcxJ6bOaqxlKYGu7zDoP902lyffTg3v0uZL9TX+7p/XJq74v+Q0xqREbgULu7kHtSzm9T6+3t7RJgV3S1rDGpDlDVNT0QjlpP9YYkOSuoJpEnoSlXVBaME8BTqvKvPEoQizA+a7qK0asCJEk2RFDEsec1B4NinWdwCUp8AkxdhnipKbb+oDpSnatNaiPTOsWRRFNopfzEClFURSLwftAkAhdb+3c+xSkRmi74NcYw83DpArcRGVgDaPSIZJshUJXPhy6+ZSzKSvdhJaRsxiTtkOTsJUP6bU2IaIhIoWj7V5VWFFBdl3iQDUpOAvbPV/vxe1JzRff3WdUGr63eoZnWO9s+eo7N3nt9iFNs9n5sigKDsdTpk3EvXdn43bjWaf10gRC3CweJQh13bI33BTwssiCI9l3PPPkcCIfWuA/E5FaVfuS478L/MvA//iwDuykHBwc8FuffZUvvQEt8HUv1Dx3SSit5XBUslsKZZFWG2deEKPs7g7QEJlUAaxBRbA+YAqLIDgr+AjjxiPGHBk4RWQx+0sKg4aBNTSdaEFa6Urp3F7kIEal7vosLF1pEyAhMhCzWH3s6S+8D7LitbpKvI5eOCGvqWUymSM+tDlDm3lAVoNXWGZP0eTBLotU5VHWjVurFUS98u26CpLeneC4XclJx9LkZLA8XjRlVEOXCUylq3YRFBlZ+qweVxJevd0/ddA+cwpopG4Dxgque42h0/cwXRDfdqrFdRtS9ZjCYOBQn8ZulZXFb02Bd2vTY5o2Mg+ekbMpQNbIYe2ZzFuCDwxLh5bKwBlK69gtHEXp0LrBh8hOYanaFMhP5g1DJ1RNSxsVa4U2CD4EGnHsjSzz2jNvGowztDEytJYQItMm0AZPYQSMJagn+MCdcUUxKLk2tOwOC+Z1C0Ja6DeCF5g0ipKyiKLKrPLsjQrKGKm7cuKmaQkkj1wtCpSWEgeaSo4r77HWEjQgItQhYMVgxfAA8SxfeO1NPvlHt9kZwb/+zc/xwfe8sHa7N24e8sZ1aNrx2v8DTKdTXj8YM57NeOv25gztcChAbze5+eDvzGtm85omRi7vrq85Tv3npqsKyLPAzJPBSQPaHwZ+VUT+I+CvA3+hu+/cuXPnDr/1xvLvm9fhWxrF6TvMq4oXr+6xuzvgUlmwszPA2SQiUVjLrfEcr5G9soCoPHdplESfFOqmxRiYtz71lFhJGgjOLMQYoqYVW0QoRGhDZF57nBUKx6KEpveM6/3Z+nKc1T7a46zr3+kD0JM08PerxOtUHfv95+tYJpOB47Y953ggmXOnz54KnKgd5Xip70lUgJOK7fJ2z7Zxq9/vul7IPmtpzd2P6dV9ndk83i5bcJaBMbAQQvKaPEXFSMq8kvxRo6OT/F2WGDsDvvNObdqAxkhZuGW5sCaP+zpG1C+DbYNSuCSMVPvArPHsFoYmKM4Z6gADtaBKGwIxBJwxDI3QRpg1DaBU3tO2karx1AbEGjQqVeOZ14pYxYXAtBGu7g7YKSzOwOG0Yly3aalgYIkihBC5NZkRVJjXDa1XnFFCFNrgaaOyYy22cGiMYA2hDEwwxOA5rFtuTxusEa4MC5xYrs8qECFODzkoSyZVYNx6VJWRhb3hgIO6xahSlAWiSSulDpHDyuK9YqwwrT2XSou1NgXooWEmBmtbBlZQBK/QhhZVaF1MfcDWEKJlV5WiOOkU+Cif+MxNXlVgBp/+7Bf59o9+ZO12f/IGXAduv715X4eHh3zpzRltBV9+4ebG7eqq5u3bY3aKYmtl3bt3JhzWgUtVy8vPX9643bxpOzVoSdYfa+jLxeFk14JM5jw50dmsqjdF5IeBjwOfBn5cH6WB6hY++ckvH/k7AH+0Dzf24YOTfV6azfnw+55Do0Vsy9WdAaWF/artzMM9M2PYDcrBvGU0CAydow4BDYJta9rS4UNgVJbsiMOIpejLdTohiT4ba40sFWKtQRR8TP5cMSq7A5cmjJ1AxUmzsP2gDOT+xkwmc6YcUTnOEe1TTR/M9ePYvcaok5T69gqzcLdA0knpJ9YpOSWLv62RRSAsdOW4Ptm9iJGFpYiSLGKipn0Vdll22vvU9plZlWT70o/htjBUXqmagO0cCoz0OhiCtXZFQTi9e3UduF01OANliIwKtxCban2grht8FKxLAXAMSmkNgci88l3wDKLCtI6MSkdpUwZ00qnnDlwqpZ17z/6sZlg0jKxl1rbUXmnrlnlQAiA+sLPjMEG4UwcsFZP5nNJZRoUAlnkbmFaenVHByAmzyjMLgZGzHNYts7ph1zqiUW5PWqx1FAYO6ppChb3dAe+9NGB/nlSab0zmjKcp63ttZ8DuwPLWeEpd14gOuHK55Mtv3mQ0KIiSSp6JIWVWXcHlQYFzloNphQ+e3cKx37ZYsewUBYPSUVh4bmfAsHBUPpUfWwIewWEoC0vhDK1GQpuytu+5POK5q5d4Zu9uDZOT8P8eLm//9qfg3/7x9dtd737f3rKv8XjMn3b7+/NX5xu3+9LbB3z2tdsUTnjl5Utc2ttdv2H/cracWt57Dmc1EcUZQ7khsA8xVQpI933flEzpv/enmdNeNM7SxihzPmwNaEVkzNHCoBL4MPDjIqKqunn55xHxn//p+vvfBIrbsFfWzC5N2RnsIN6jsWTeKqPCM3SCugFDl7KttQ9YK1RNTesVNFKUjnntu1KnwE7pjiglxpSCTRlXUj9KGxSvAHHRQ6uqlF1WN8SYBtpTvM6FPdAJt+99BfO5mclk7sVqDJt9aJ9u+gxl7wd60u37Ut9eBbjP7izsVVYGzqZNirrOGAq3DCg2+eGGzhcVAWfswgkAQMMykIwxMm9j5yUv7DgLXd+pWABhWjXJM7OwjErTvQaoQ6BqI334q9Yy70qESyuINQSNGDXUbYs1aWm5bjxWWqyzzJtlGfG48tRNw1Th8qBIwb6BNih13VJ7D2K4sV8xKGBYlgSBqJF3Dqc0bWR3OKCQyEEVuDQU9scVEj3Xp57DeUNp0/sRYrILjOJ4ZrdMokWNp2kD79ya0oaWhsgHr15l7j0+JpXjto1IFKIIl3cdiDCezGl9pGqb1DOsBkdDHQ1RBR9ajMKkmSd3CA3Umvpgr44Mn249744rpg3gSe1VgAtgDOxX0LZQAHu7EHqxTQtewDQwa8BYKFI7MbXC+ADUwqURmAHYGoKFPQd7l+DyyDJvI40qA4Q6KL6C0a5hd1gSo9J6IfiK3UHJxz78Af7qX3wP73326ulPkhU+8UCPhs985t3F7d+8sWW7P/sSv/1FGAH/xncc8FHev3a7tg28dnvCh65s7seNMfLG7Tl1DJQI1/bWlyaHELg9rXECL1zZEECzUlmxpSrjIrPa059aIh6/15C5tyjU5k72x4DaQx3g1rzF3zwgXBlBWXQ9sCXDouDysECt0HplVjcYAxID0zpgreVZJzRqCRrZcXah4Nf7ePWrskG71eCYDLKXK7XgOz/cNCALTYwYhGF5cmk5a+RUnqDrfAV7lcUneZUtk8mcnqxy/HTRZ+HXjQWnVTm3Ru7KzIp0npldOe5qibCqLmxkfEzqtMvHycI31Mdl2fO8bqliEl8srU39j93XNNnYpEm16YLRNkQKFXDJgcAHpZnXqMLchyTO2HRZXDFYA2IMkch0XtMEgFRZJZr+f3m3RANEkwLyGJVR4Zj7SAyeNsTkDyvCsHT4CMEH2hCZIYzrhmmVbGoiKSDfn9aMa4/VwNXdHZ7ZLdmfVbyzP+ewChTsgx2hGpjOm+T5OrC0IVL7yJ3xhEKUNlqqtuLZnR1MaZnNA94Hqram8pHDpmHXOV6/sY8JgcoZXBu5MYP5PAWNl0uwZQocp22y74qwqCibaApOIWU2DgBDTQQKkgBUBCYn/uYAmxOS64lAu+b+G+nzWrJ6DYtAdWRzR8M3vvEV2qbiJ3/gmzvbmQf3Y70ffvWrJ9vun/8xjEk/n/3TP+e7v+kb1273e196my+/fYd3XrzKD33bh9Zu07Yt09mcJiozvzlQnVSRpg20IlRVw2i0PvCt6pa5j4ycodjZ7BU0r5Ml5rAwDyTKddbkEe/J4MQNBCLyfuBDq49R1d95GAd1VrwNvG8G49pT2prDiWKtslOWPDMaEDRQhxRUzmcNKoZ5G9grDKVVrLO0It1AaSg771lYZjSkUypsfWDSxuRp200IjGVhNL7TmVy3IeK6YdfZmEU4AAAgAElEQVSd8oS+V5DZ9xi5NR56YWVFmw2qkv0qmypZKCCTeYpYDWJzQPvksG5MWM1GbBoLtrFahnzcj3V13Fl0Ja3ct/CUTU+9sGdZ/D8o0vWe0vXKNm2gipG2cwZQXOqJbFqiCipJEKnsfEytCCEEotikBByUWeupGo+iFEYI0VIHz6Rq2RlaRs5hjBDaFh88k2kq1Z3MamwhDG0KQncHltAKk7ohhkioa27PW+5MKiZ1oCwNVizOCnsDy7xq2d0ZcGM6wyAcTmsCMHLCpK45mDZUXpg2Lc+OxlirVL7l9ZsTJnWLaKQQYeTg7ZlS1YDC5UGag7y7D7fHUAq4EnaLiraBaUg/I1KYNyMFnfvd+1ydqj7s3tRnureHjwc+dwiXP/0mP/RNH+KFq5conNmoOfIw+dwJt/uTldu/94fwMz+2frtf+uQN3gGe/fOb/Cc/sn4bVeVzb97hsK55dsfwsfdfW7udSORgMqcsLO7qaOOxHVYNVRtpC8OlDQGt94E6hG6/wqjcuLt7Jl/OmvQ0csQWKvP4caKAVkT+AcmP9vMsl8EUuNABLcDBGPYu1ZTJIYd5COwNh4yGJR+4sguq+FqZtFAYz87AcWVnSFmkHhDV3kRc8RQLb7S6aXEu+c7WITJrfLfqrQxLR1EYoqYBufetMyJghLAQZFK8T4IPD8qq71pU7hJ8Wv1z0/m6QXgyk8k84RxROT7buW7mnFhYc7B+TICTt6T0GdMYUx+ddLYofWmxMSnTKSgiBh9CylYaWXiyx6jUnQVN8oE3+KBMa48PEe8DGLBiaHzAh8BOWWINNLWnagMMHPXBhEkdUEljetDItFKuDgyjnZKDSc2NSZXs9JzhmWFJGyO3Jw21V67tFOyNLLenTcqylg4LHFQV07nS+ppp7Zn6yOH+hLFXRkNhryx437Ur7JaOd8cV+7Oa0LRcP9znThXYKUp2bMANhkwrz8G8QgWuOsGrEoxQN8pkkkpu5y1M5zAYQPBQeXiLNA4fNWU5waispKjycYssz5lP3II/e+MdnruylyyKziFDez9sm3i/0/2+tWWb69ev8/t/+g51A+/bFb7vm75u7Xa3xjM+9/YhQyu8/OweRbHeCuigahhPGi7tlRsKodO1Ji0qwcAYNpnftj7ShKTsPSzsIwkws0jqk8FJM7Q/AnxMVR+7y+VXIgxvQkGNEaH2jp3RkHHV0lzyxGAZWsszI4exlmuXBzgRdgtDYR2TxuN9S1BlXrdoVOYhoFEpolI6Op9ZQzTJCN11J4bt1I3tSmbXGIvrVrjnTSpT0lrZG5VHLqaLlew12dZ1GCPEzvn9+DW5NyAX2Lq/vvfpPMpuMpnM+ZEztE8eRz1cl/cbIxCXHuvH6ZWBjQiFM4QQqXzsrHYUMF15bSR0/avI0mO1XxsprMG3MVX8OJOyqj6k9pxOjCZGZVq31D5Q1Z7GByIRIQktzduQbOy6Y5vVgRuHUw5rT9t4bGEhRowIt8bC0BjGTeCNm4fcqSqujoa8dG3EaGC5PqvZKUrCLPD6jTlvHMwBw7Wdksp7DuYNN/bn+FgznjZMPUymoAYGFq7uWb56fYw1ECmY1nOu3/JMZzBpYNfUWAXPhLHClDRlr1F2gRbl8K53m+PVsJlHzK/9zlf5gW/5+rT48pTMfV5//XU+00W8z//Jbf69f239dl98bZ/Pf+0mQyv8pZd2+cjO+iyt90kY1fvNq6ExJnXuECK+3OyR2wtRQepdt3Z94Jtb5DLHOWlA+1VSD/9jF9AqcL0CN4bhqOXK/8/em8VKtrb3Xb/nHdZQVXvq7tNn+IbjfJ+NYyMZGxyCBQYlgivAKCCCkCIgEXIkhBKLCwZxEQYBEhHyBUhIAeFwQwS5i7hBxBIOEJQEYhtxAZh4kO1vOEN376Gq1lrv8HDxrlV7d/eu6n1Od3/ndJ/1l7qrdu13r1p7V616n+H//P9N8TTzObEeEvcqhzGGtrI4b7AIn256Us60VSozO9WoelwEELEiDDmhpkj0GyMcu4qRtbCrXO+bkb3pzdeFhKK4IeKtKcmvXAeVKT/tEzZRyKw8/+G7jyqT9brG+yKhqK/KB/qMGTOuMSe0bweeLYTu2xMO6SikkZIci2EqIWZSToRUBF+MCDEWv9OYyv40xIQRQ0iKUTDOFlsbzeSgSKDY4eWMUGxrWue42HRsQsKosh2UT9db2toixuBDJCZbZk5HgadijQOXm4EhJVZkYoBuGBARFm1FN0Qeb3u6kLnULd8l07Q1F1cd34tXrBrh+5eJdR8h9zy68Gz6gas48GSTCduivxECXGyL2GNDSaZrm7AW4tDRDfCoL0HRGjC5dFZvC+nnnPXLi1/9PvR9pDnan2S9bfjud9e7+3/ngATz4+6S71ycF6GnFPeus1rEuI71UEKb2XTFBjMcSHwn9od5gSjdmy5ENePV464J7Qb4NRH5ZW4ktar6Z17LWb1ifAQ8WMNmk3jv+JjGOdQUxeEYElYNzlpOvGOIicvtwPmmx1nHg5MGp0rlHIhSe8PCOKK3KIIYwVuzyxJjTHSx0CVcyqW6rMoQi/LiZPcD4GX82VEggjGRNWNnt1TWZTez9DSFTNHMnbq4d6Ebf1bM1bEZM94e3KQZzyrHbyYmJg48Xwi9bS3c/tltjTAMCWOEbkhkgc2QRtGf0mndDANXKbG0hhAKpbb2QjOO4UzCTCEpXQrkPGozGEHEkFPmMgx0fUQQzvtIHu3tRJTjyoMxbIPyOHZU1kDjMSgXm54YBhTD+TqzrIovqXGGPkScM3ztxPOkt5CLgtDj8y3n2y0WQ1ZDHwc0DmyGAdMIgyY0ZtIGYgQiuFw6rMsKrIO8pXRYtWhLXo3J7JZnKcIz3iR8TNFZWSzyrfojbyN+53eu7//ugXWihu02IxWkkPauu+gSj847Ktk/ZwvKRdeTIpwtmwOrpv8Pvw5yp1Uzvkq4a0L7V8Z/byweR2g6eHJ1wfHpEhUhJfj0KmDMQOUtRpZgDdYYvLNYMilEXOXLB51CHzOr2uDGxLQIbABjZSrnQrFSSls0Z2U7zg0YIzu6sapS1w7rDHGcK8pa6Mo7hWLVIsc/2gJZU24n+567Bi8i4O5owXBXzAJSM2a8PXha5fgLPJEZnxtPU4z3fybfFAi8aVFx8/Hamd0smwiElBBVJBkGHedeFYbG0DqDxAQpIc6ScyZlwVjDEAMhKgmlDxFVw8oJgxbP1SigKXHSOq62mbo2OIS6cmjWURl44DxlPr5yeFEeXXSshyL2dLp0bKNFxPDoomNVVTQm06tHtMfZpiTOg5JyZD0M+FCTciTlTA6Z7/UbFrVBM2QHZBi0dGZXFfgGugCbWAR2HbBJZUZxeJ0v6IwfCARIKRJCKvHfDX/itxWPn7x4DcCjyyvO19AN0IX9BM3ffbzm0/OBoJmf2bMmhMjHVwMhKQ/6yMN9B9Myj19E0vdvRiLFV/pFr9UhRfcZbxfulNCq6n/9uk/kdeMSON3AeZfo1z1pWVM7uNwOdElYxEy3iCzbCu+FRa4gByrnaL1BxaACSZXNkPBWioiANWUDHxNVYwSvZZ0yJruUr8nXlDBkMoGXMjt7w8NvqrRPXVAr04U9rh1rUjrSj/clqpOQB4zzvDeW3TSl/zyYqmMpKyJvjpjCjBkznsfNwCHPGe0bi4liPFGHn1UKnR6HIngYVIu2p/CUfkLKhRacVMlRqYxlPQzUzmCtpfaKhoSnsJKsMSRTCp0hpVJ0jWWvWrUVn647QsyIZjYZrLcMCQxKr1CJoCIsrMU5S+0cWGUdEiqGq5hJ245NyAxDjyYDRFKyLBxcDoGry56ty4gOVIuW801C2CI4YhxABeM9fYpURtBoGIyl3ybCkLEWzs8hhWI5tGzBOSBCGgqteA0sKRTiOZl9O+ABRdgMgaZyGDW0/u3u1N4xn+XR5RM+uiqU++12s3fd+fmWjzcDjv1d3CEGwjhTf7m9zXvpGjFFDILIfhp4iKkU4Yxiq9tTmWKpOTZf8uePd18XJpX4t/m99oPEXVWOfwT4j4Afp7y3AVDVb72qExGRXwR+GvjbqvpnX9VxJ1jKXMzFFs43W9pLy7EVumTIksEa1iGzaBSTwLmMMzVN7XDO0voiUMGYbJaNW6lHi57p7ThZ8WhKdCHhbTGOd+PsasxKjAnvbDGjN7JLWm99S49BRe2fn8edkt/9Ce2N+zcev1mJl89h2zA9d4y5iFGpfu7jzJgx44tHuvFhkQ5UxWe8Gch6zeARvQ6Y4pjMplQ6udaU19vZ4td6XS5lFBEsysVdLOJMtbcsvSdWnm2IxXtdM5U1pFyKtEX4pTy3t8U6p7ZCtoZ1H0kZjILmzDAMdAm2fWBRO2orxAhdGqjVYClUx37bIdmBJiqxJKOsFi3LtqKpLOddxFaOPkYeHDkwBk2RdehAFCu+sJoykC19DvSx5/GTYtsgGbYJ1kPZKy0wRBi2YAw8yWXuqqKs/6z2qTO+vHgCdDFxMtKNdXS3eJtzjLsmtL/127pb+71Hj/euSwLDkEj7LW1pqoq2sqSYudceSFRTph8yYg93YKdZ/xc5UO06tF8yJuEuDtenmTIzPj/uSjn+JeDPAb8I/BHgT/IKqesi8vcCS1X9WRH5z0XkD6nq33pVx5/gBDSOF0yfuUyZnBQlExuHaJn52cTEMESySXhrWdUeb4vHXUwZzcoQAWG0JTC7IFCMwWgaO5elY1vU8wxDiIVWPCaidqQBW2Gcpd39PXBmNDYfHy7d4Of/5IcuAjNaBqnqUyqXr2qm1lrZdYBByXNSO2PGG4mnKcdzQvumQ0dRp8kqLsRcrHFSpo+JoJkhZIyCcyWI3wyZYZxBrQxgDJUVQlAu+8SiLuMxv3X+pFCOQ+Tjy451F9GhJ1iPzwObIdKrUolBjUNzx2U0PD4/RyielTlB08Cjc/j0AloDwwDOQ7eBT0ZKb6Z00Crg/KX+Ip9Dz3JqIt0ImN84VcwZd8LvfvcT3j/5RhH9/ArEMP/fHdf9tcvr+48u90ub/e+/+bv85kfwrYcAP3HrGlVh3YcSQ+v+qfNN1/Hdx1ustbx3tH/WdtMFLvue46Zm2Rzu5Obd6/rleW2v2TIlj5jx8rhrQtuq6i+LiKjq7wD/joj8z5Qk91XgZ4C/Ot7/q8A/ALzShHZLqc7aGipnCVH56NEl7aLhpKmpqoptBD8EYkr0WWkFuhhZd5YQM86VxNWYUjk2FCtm7wyS8ijoBHkUe8qwS2xzzIgp60qSWyrik7DSs5jmoabgUj/nhXjbRWzGeeCXrQhNiTeMVGr0CzEmnzFjxsvhKZXjmXL8RiOmTEiZaZIlZ2VIRXCpHyIqcLEZiKnQ3cwAQwist6VbWrmitn/aVmyzsk2ZISZEHBddz0dPej7Z9GzXHR9d9cSgfLJZs/QVn2w2GIkIHs2ZZeP45LJjiJnLC9j0YIrTDmEoXc9JJRhAb4mZI3NHdMbrxd/4nY/5gx++z9mRxxq5i/PvG41DHrX78F/8DfiTf+z27/32x3C1Kbf7cLVZcxUyOcPvP4n80Pu3r7vYZtYhYlOi73ucuz1NebTpGUIkJHhwsrh1TYyJblQ8tCF/qWLTEn9/3sh+xm24a0LbiYgBfkNE/lXg92H/TPfnwCnwd8b758Df/ewCEfl54OcBvvnNb37mJxgom+jSC5UZ8K4B78m5eF2dVAZnIISEcYa2KqIVqpkhBpJaKuzYkQXvTFEytrKbi1WFfkgYa8rjSRlC8d1SLYlk5e1TljuHWBDGCJ5yAe4T+XhWbTjnQoeeRKT2Ja2vit4wHUff+i1gxoy3F3lWOX4rMCnhi8jO3k1G1XwZ962kUFcGHzNpUkNI43pnqJ3FeUcebelcAoxQVR4ZacaiwtGqoc+Z803kyJtSsNWMd6Vb0voK6y0PlnAxRDbbgZWDKIXiu/RQDXAVSgdWKXTeS5h3kxk/UDxoPVXlMGMMdcuE11ce+6djweZCaLAH6L+Vc8WnOSnHi/3xZ+VhGxL+BSFqlNLhjLL/02JiSCov7oIeGt97HSgjHXM6+ypx14T2F4AF8GeAfx/4o8C/+ArP4wlwPN4/5haKv6r+BeAvAPz0T//059rvYoY+KoujM2oHBsNJW3PUVjgjxKRF3dgYKlfUFkUgIeQUS5LoHM6b0RQ+04WMd5YhZhhnZD0UBcWsZKAfYumK5uILaAx0QxrVlPdXjG52QG9eaDe9aHcD71rmoWLOY0J7TWe+iWd9Cl8V7BhAzdfnjBlvHm7Ozc757JuLidljjWAAO4631M7SeLsT/3qwqsnjHhXz6Pv4TgkAc8owjsiIMaSUy+yq96gK9xaeLgQ0KtbfJ8aAUeXR5ZoufcD3Hz/CWsu7Z8cQBup2wSdPHrPeZsSU4cQwdLSLFedXa9Kw5d3TI0LMbLYb+gxPHl+w2ZY51ixw79QTtoHf/S783qPS2TXAWQvHLWzWsAnwKBebvoEi3nTE3emVM766+KM/+cOcth5jzQv9T98GHDNaUL0A3+Da1udP/+T+dT/9o6f8H7/2hL/vR0/3rmnbBV8/rTnfdNxb7KcSV9ZzWhnatsLa/ZWF91YtV7bnqN1/LGstCz/O8x+ItfM0j4v+wKybXhVTckKcOtFfEeup23BXleOJ/ntFmZ9FRD58hefxvwF/GvjvgH8U+Iuv8NhPYdvBo08+5vT0HvdXDavaoWK42EYW3owWO7aIZBjBejsKQQkZYRsCWRPeOJy3hYKcMoYijpFTZhMSzlmsNZBzoSSL7PxltyEVIY4xsTw0d6qjYrKgu9nbm160k9rwhCmggeenBT6LT+FnxTw7O2PGm4s8z9C+NXhW6TjlXNg7qagY78SeRFBRjCjelX0oZyVJLloPxpY90BisqRCUbUioWKrKUi8dKWZy3aAp88FixboL1G2N0Uw2BlcvwCjvPHiXezGzTZEuafGvjZGz41OOFxXHrUOwXITA48s1wzdgGzI+ZfqUEOcgDHzzh+F7V2seX/TkrLx31vLgZMW2C3x6ueXRJnC5HQjxigeLMxYevnP+hMuoeGOpTWCIhk+6jAeuLmHdFVsSb6AbxZ8eWjg9KUKS37uA732RL+iM147K2rHZ8NVNBm7D+sb9x/s1ofjo0RNYjrd70A89n3aJpJbzbeBre9aJAe8sBjmY0KJQVftnZ2FSOS63do8OzXioneLwi+ZsX2Un91UdJ+ebecFh5ufbjBcmtCLyM8DXgL+mqh+JyE8A/ybws5QCzktDVf+2iHTjXO6vq+rffBXHfRYZuLqCT64StkqcLTPWCwtvebINbIYEOeKc57hJvHPa0hjBSOnaFu86uBwywsAiWZZNUU+03qC5zKtOAWFlDL6yxR4h5l2SbMZqkNyBPT8dK2Yla+nqmlGJb6rE3LRbsKKlynjLB/NNn8L5Q3vGjBkTnlI5nlu0bwwO2T5Mgn1T8TKrYpDx9c3FJ30SMyzaUWxDpAux6EQU03MQwU8jLYCxhpzKqAuixKh4a7AGzlY1y9pz1Qe2w8B2SIgomoW2EgKCy4agGbEWESWkQFZP5YQlBrNouegDaeiJpnRebR9ZdwMYQZOh8RWMe/PF1YaUHc4ptVU6a6j9gtXKcbUJeO+LdoUYKgs5JRoL2wjpprJxLvO6S4rPrF3DkKAWuKclWHrMtVbUjLcDBqgch5OntwzrFy8Byizgo/H+6mj/usc9RC23+xBDZNOXEbx1v18UKmelTxk0kPN+DrMxQg4Zcftft5Qyw9i5NEnZ9xJPzZ4XxeQTO3Ia6fuyQKSo2X/VWZIHE1oR+fPAPwH8GvBviMh/D/wrwH8I/KlXeSKvw6rnWWwpnkObCNthzbbzbDuPpXRht0PAWQcxYlxNHxO1c1g72hAIRUp8UJxRYobaliq2AmKECqFPhYJbeVPsE1CsM7sEtPYWn8uc7SEP2UIPBmSsChlDVh0Vka9/bucdmEa68Ug3uw3TRXgoodVdkPMVvjJmzPgK4WYOO9v2vBmYgisU/G0K+LAbTTEiRROC8gM6ljYVdvoPOUMXUime5sxR7UetiGsV/kVU1gpNVQLYJEIerXqyGqwVTlpPU3k+vciknOiGQFs5YspU4rAuYLBkMt47lm2FCnQp4cRibWbhLZcC/ZDRFPjOk44hG7wx3D+pkRwJSbDWcNknQj9QVZbT1mBtZOErBMPaGIzxIJc4vyIhWC/c98rlECBCHYoDQu7h2EMfSpLzpC/2PR3QUmKHhcAjvRtdc8abAQdY437gM5RfJA7Nw97E/Rp+c0xS75/tXxe28MkGlgdqAt47UghsU7z182rCNmZCSqCWlPaf6UUX6PtABs5Wt9OORYowVMzQtPtPTm5oDRxCHuNyawRrvjwFEBn1fL7qeFGH9h8HfkpVOxE5A74D/ISq/sbrP7VXDwu0VfmXc+QqZB6vIyqBSopacW3gqG05ri2VcaXyYS1o8cRaVp7GJYao1E7oY6LyFiNCSrlQkMdNvgupUPl2AcHYRTWyt7pzM0iZTAGdEazYHcV4WnOT66+jN+7ky6Uiz1nyXFeXymztJCglXCfF17MEhbYwU4lnzHj7cZNyPOezbweskfJa2rGCb8y4BxT7ucpZZExmiz96wFpDSGkXcIpOoy5FF8JaYWUsUaHRzCaPM2dQOrEIH68HYo6sh4QKLBuP95ZhSISkVHVFjBlNlMwRpe8jxlkCmZDgakhgLc4ZiIqrAiZk6hrutR4jFZ9cdWyHSOwTXYwMUTg7crQ4RA3G5WJJtE0s6hbNA0MWGgetaahcRezX9EvQBNUppADpEVQVSIKc4KSChS/nur4sYiKGol45XypvPgLXhZxDidbbhPe4G41+uNEgvdrv2oN1UAP2AAO4C4FPLgb6mLjYbPYfSzLbANHngwWGnNP4mbY/6VUtxVqRFxdqJ+G8Q1j3kSElGmupDnSGZ3wxeFFCu1UtQvqq+lhE/p83NZmFUmn1Fk5ax6o9LtUWDENKGOswCket592TBkZrHUPZ1EVGypYI1jlqL4SYCDmTh2J1kCmBgVDWJR1tEZA7CQ3cnI+dqoXlIpPdcfJoxjx1byv3dCI6qSk/m4hOPzf9HhYp3eOpG/sKh9NnzJjxZuEmzXimHL8ZcNbcmPt6WixwGjlRVYakZM14Y2BHlStFVaMQE+Sc2UYlplhYSpKJOeNsETyMI/vHjaI5lYGMpVbwtogprvtANyT6IbIZIqqKN+CcQ3PpIlsj9DkRo6JGEMo5JATGPW2Igdoa6oUnq/IpyqpacN5l7i9rfGVZbwaaqmIbtyxXDtMZamsZVFk0bizQWBZ1ZtM7llbYdAPJOlpbYX1mkZQHJzXO93QRjhuL9y3vH1+xThSPXlNox2oKPdk5cGs4Emj7Ij4FJbHtKPO3M94sNEAfY3nPfEVylAfcLaFdLdgZQJ8cV3vXVStorsrtPqz7nsfrLYMqV+v9xH3NBufAv6CZ0nrHZU4s68NztFMs/KLo9i7Nm6yKNYb4iqq+Mxvy1eJFCe23ReSv3Pj6h25+rao/93pO6/VgAZydgvWeIfRYabESqcWVLmrlWLUVxgjWCkkp1WELjbO03u2ChMoZBIpJfc4YUay1CFA7gzHmKUXhu/Dti3BUeZO7UUjq+TWQ49jFFXbzs1Mgg/Ac9SCNyayO9j77LICgXNSar++/Ckx/ByOHBbBmzJjxxeCmENSc0L45mD5PnxULNDfCt+m1zar4cWxl2gNEBGuUmDIik2jUNG9a9jBU6WMq9nBG8LYkouRcxmi0jLgcNRW1DVyKEFEcltYZcBYrhpAjCtR9InolZ2XVVnjrqKtEQpE0ju5YgzihwvDgONLFhORMF6DLGZeVi5D4cHFK62Dbp7IHWkPUTG2gi3C+rVi1LSQBq2jIRIksfUPMytXQcW8dsVapjaGuPJW9T0wJ7w0hZ2prWfc9n553fLLZMoSB7aD0W7hScLkI2VgPQ1c6u1dr2OYy5nTPwjYVO6LzH9QbY8ad8fefFAXciVb/VcD7wP91h3Vf/zocnRdbrbOT/ZzjMwMXTbndh9o5rLOYIZEPhIFCJqsQVXcJ323IIuPa/Wucs6yqwkRsqv3VCiOQ0qRHsP+XWHrHkDL1AcXku+ImG9KZOal9FXhRQvtPPfP1f/K6TuQHgQhcXkEtW46WDVETMSk5J+rKs7CGpq2xplj6rEOgMYaLriSrS+tQgZxL0le7suFnSrDgtHRqxZRwolSz7/ZGnWZmCxf+9otlugDECJbrzu3UrZUxWX32+aYPBWOePvZUoYenz/FVDrvfVFZ+NtCaMWPGlwM3g4JDQcSMLyduFkNvFiyNkV0SO6m4GuSp1ziNwZ4EwJY9xYpQOTNa+pQ1lZ08HccOsBYFZDOqh6akeOd5sLScLmtiLOJSMDGOHCFlgo1oFurKYK2jMULMHkUZYsRHISRorcU5S6OO+yJ0KRNToo8Jc9qy2QxYa1jUnlXt2A6BIY/WecYwxMRHT6647DPWwHFTUVWF+iwofVTgmBAjl0FpTMY6x7L2tLUlRaUy0EVlyJnLbmDTRx6fb0DKDB8pMyjUNuLFI66i7zY8WQcGAilGjpZLIPFkE/jkomNhSiyyXsPjc6ir0j16cgU97PQvEsVWYqAEav34b8arxT/9D7/P/dXihXTTtwl/z9fhf/y9F6/79oN7fG3xiEULHzx4sHfdu/fOMFXHO3tmWQGMsTxYNnS1cna0f53zjnuN2yt2N2G7HehjRnSA0+XeddVoKnyQvqylkAaHVYyb2rH/zK9x21jgs5h32VePgwmtqv7Ks4+Ns7TfUNX/87Wd1WvCWQXGQMiACquRqjCopRWDsYYUAriy8R2L0MeAt5YhRlpXxKMiEEOmcZZF7XbzFzFnrBgsRVGZsSt6l2HtPCqUqSpmD/13ugAmf9lpTdYyCGvF3JqMWlPoxbflqa+7KnRTWflQZ3jGjBlfHNKNWalZFNIVnGEAACAASURBVOrNxEQlfhbP+i9OwdZkBVc0FAyL2uxGZSYYU5LZhbcYa/ATlZmxeFooP2WvG/UeBIsoGOOxY4HWGiHEjM8ZayquJavGfSFnulDs8ZIIbW3xo9KyscU/txaorOF0UZEyaIYulG5OUmjrhlrHc86ZKhm8O8ZbSzcEVnWFtYYuFbVVzcpR44sA1KZnHSKbIXHa1tTekBqBlGnbIuAYYpn1/f5qgTeCzZmLIZKT0lRFR8N5wyfrnthFNkGpPSy8I6L81ncvOFsOHFWGbzy8R07Kx5cbhgTew9V2w+VVIIwKXV0/0AtUKlSV5byPrC8DTQsXPViFOBSV5vVlSX6nV7qh0J/z+Ff2lGR4v6nKVxPvAX/whz6gdvYr1SF75x1gTGj/wIF1vmp4+MBRO4seaEY8vNdy1Sce3mv3rlk2FSdHNW1ILP1+mvBR7am9oTYG5/anKM5bnEiZs9+DSVsGDmvCyI3bl30f3NVCp5yKvJLnfBsw/d3u2gS8DXfyoRWR/wn4uXH9rwEfi8ivqOq/9rme9QvAAqhtKeScLBserpbcP2mLv2yIeFvR1g4UaiPEmDECy7oixkRKhs0Qcc7Qp4wVwauhNoIVISG7maYk1x3RrDxlq7MPN7+778W0RsZM+dkLU587xlPHHhPgLwr7Os4zZsz4cuBpyvEXeCIzXjmetfbZ6TSMt1MabMfP6UlPIeUSwlau2OOguluTs2K8eaqbITdEB52UxJmxcwxTYdfsmEQT0q6AqzSVw2dbzrc4C5XjFK1DrBGctSCZyjuQRGWLCKIKGM2gRcTK2+Jl2adMW3ucszhT9uhBMrYxNN5TeYNzBrcZOKph0VicGLJmeiM0ziFZWS4toXLYyjAMiVXtOEvK0EfUCAtvEGs4aysuNz3rIdC4osi17hJnq4Y6VRwb4d3jimVd8/UHLY+3iiPy/cuGq6qniz2t9zxZbxmS0C4sjVg+utyybQYshvfPIMZAxqEIm7Bl6CKfrkuQdu8I1n1Jdhe2qFKvE1xejv/ydQJcUeZ/e3bhxVcG/9CPez44PaWu7hQKvzX48MP7nPzqp2yAn/rR/etOlzVOMk6gPTCruqwXPDxWlvVi75qsyoNVNdJ/673rhlhGHrKRg2yh46aCri+3BzCpuJsDQfDEXHkVMKZ4fr/IQueLjsu/bJgKqXdtAt6Gu17FJ6p6ISL/MvBLqvrnROSN6tB6YLGEk7bmZNFwelRBLhVVay0eoRKhz5FHG2FR+0KtyrlsgiiZMmuUYgSx2GqUy3YGY0rXFluUjzUrlTU4b3fKw4eS2kLhKhWdmPLO4udZ3NaB9dYcpEnMmDFjxiFMc7PeHg4iZrxZ2M1p6fWcli36S0WNfxyZATCTEOG4jzw/kvI0lfn68QJ3Yx/Ko7To1H1QLar/IuXJp8TYW0MeE9/GORTFjVoQuMLugeIwkEchwzR62R1Vjt6UZFRTLs+1E4BRNENbeWxKJC2/T1sZal8V+rU1NOWPQuUcx60C42MUG6FuiKxTsR0iZxpvwVTkWqmdZUiJtYPGOrw1eCt0ySMiHC0qYha23cBRKzzQBqfgveV42XLcVnS952yRCVk5agbOVy0xJrY5sljVkIQHxzWaM21dsQ4Bg7D0lpQT26zkLAxhAbHnKkJTtSxrS44d65CwWUkJ1GQ+XW7oHySuotJ15X1QeWgbOH8CIcAQISTYjrZFFmhWsL4qM8Ef87zti6PQqL/sOBr/ndbwo99y/LE/9KPU1WFRoS8jfvLA9xaU7vyh3+rDDz/kxx5+ynqAn/qhd/eu0+w4XbY4MQxh/yssOdMPZc59H2rvOWo8Q8wl/t6DNI4DvGhMNatSW3dwhhYo3reaOa4d1vxgChdzE+ez45qz8/lx11fXicj7wB8H/u2XfM5XCsPdqooKGAfZwRAdn14Ejo48gvLN1vCNhysUQ7ftCSGxFdmZy3uj1KPtjuaMqpBQkk7V43KfkfIVc8KKELLiKMFiGSW6C/V4mjeFyTXwrolqynpru/5Z9csZM2bMuIkpoXWjmN2Mtw8leZ3od2UvuGnXlMd96ub+8VmLpLd1gSd7uOm+7AlAvTO7c0pavHDNuA+LLZZDSXUnuOichdGayFaudFhEuehG8SlraSuHS4YYU6EN55LYrhq/O9eYMilnjDHEpCRAs9INEYwhp9Hbvfxx8M5NvwzGGI6bhqS5JJYKXuB40bDpArWHFDJdiry3bAr9u7TL0aTUjUMQGs1U1lC5iJJYd47LoCy98O5xS+MdbXPF+WbAZMV4QXNRsH686Xl4ssRIRkYlahVhCC2frDucWJJGhq5j9e6SpIltl0mxB+fpQmDT9dTvGIwk6py4HDJDgLatMVIEsjbdQMzw/U8g9EX9+bgB8RAD+Ab6Day3Ze63YZwVHm+b8V8CHo2P38QHN+5vgCWwqEAi/EYuiZpSElKhJNft+FhPSbwnJ6gzB21d/IWNg2VVzne1gLOjiq/du8+Pf/2Mb7977zlK/g8aD4GP7rDuhGtRsT/8rf3rvubh9wJ87QXR/QfvHLGJiaMD0sSNFZqqpXaW5kDivwmKWMsm7N87UirK6SFFumG/1Y4TWNT2qeLabRii0qfEobg6hEQcVU77kdo/48sJ9woac3dNaP894H8A/ldV/Vsi8i3gS2Hf888J/KU7xF81cOwADL4ShqRsugveOb3H/VVNUkNKiaBls68N1N4QEbYp4xPUThkoiob1KLCRVckpk7JSewsK1lm6WDz78phkxqwo+zuvO1oY5QM6p0w/bvy1NbuK9j6kkX+elZ2XmurYUR6r03OYOmPGjNswdWWdkXmG9i3CpFpfOqXXfsN64/vkMdkdv/8qFDfHsdpdUCpa/GpRSkeVaxGrZ9WZjSnJno6Jn4znWRm7s59zI8VYsmAMOzshVcVJ8dwt1kVQe4uzhpTLPi0ZjC3U55hHkUVrMTlj0MKUEvDeYWOm9QZryrXhrSGFRB8zOUV0FNhyzrDpAr52he3lDVpbLEJ76uiGiHgBLYoSRpVeMwuxxKyFomgsRy1sBkvtBwKJk4UrrguV5cGywgmghmUlbIOS0DLfbAzHtWcbI40zPNn0gHDSeB5fbulVMeLKHLEk3l3ViFc2Q2JY93zihRAMi6oimsDRANucUVUaI9iqpuJTNsny4P5QaOKB4gBRC5dBST00p1AtyxvsxAMOjId+W94TV10Rw6oS+ArIEAVMhpPjQo9eNNC2jsoZNkNCEE4/jqxjKRYoxS+4XsL9I7AZ0mivtO0LVb328MFJjXUO76CyEKJhuWi4t1zx8P6SH/nghHtH7RfObPsjwH97h3U/eR9+5dNy/0e+tZ/ae+8E4jmcHrDQERHO2pZFUuyBOdUP3zvlty+2LL1ltdwvvHTSOrLWnLT7jzWEyKN1ICdY9/tte1rvWLUeK7c7fUywBsx4/e9dY8tIoALV3Mz50uNlr8U7JbSq+peBv3zj698E/pmXeuZXhJ/4CfhLv/7idUtgk+BdsTRGOT6pWfqa02VVPvQom0bZUKGtazIZyRnJMGhCrKP1lsa7UuEGQshECle4GzLOwjbEModkZadEHHNGFMjP88N3Ih1j4ikiREZpScbB8s/xt0kj7at0lctGEJLOndoZM2Y8hTTai5mx4zXj7cHNMZVrJeTr70+2b1NRY1LMfxkUtf6nKcqVuX0Xy7l0Xp3IbqObPNifxc1ZN1XFVXbUqcglgTWG49YTkuLMdUA8UZ+t8IyNXrEPEsbungghJ4wUURrfOkbtlrJPlycj5UzIRRhSxCFGwUyzyII3gqt9SdZVqL2BcW/f9JE+J9KQGbqAOEtIZU4RYzAm0Ta+dJedxRghhoixlrNVQ4yJZeXwLoHAB2ctohAzPL7sSKqcLWuaLiEpY4+X5BRKcmigcb4UuMXwztLziSgPW0+MYJ2ysAsGha5PCJlN35MVLkzLsUusmlOuNmtSnWgEqsWSs+wwKOvtBVsVnAjHTUVtHVEzT9xAzAl1iZMV1ALHS0sXhZASSZXaGayveNi03Ds5ovaCEeWTiy2Nu2IdAiFEkikd4qaBD45PcZXnvaVjGyNX20QSOFsuaCqH85auD2TAZOVkUfH+6YKHJ0sa574U1NCvfw34/Reve+c+nH5amjNnx0d71/2BD1ZIc8XXzvYnvYvFgg/uNcSgfPOd473rnLM8PKrLHPmBc/u73jvidx6t+fDe/qTXWsuydgxJqewBCx1ripicYaeSfuu5WUMjctBuyVrL6aJ0/g4da8bbgbuKQn0d+E+Bf5CSF/0vwJ9V1TsIf79e/PAPP4RffzFh4xFwdAWPjzacHlV8cLSibRzee3IuVIjRi53aVYgBZyx5UJAyDytaaEzXH4KCtcW/KqriSPRRiKkEhynDwo4BYuECHzzHOHZZhdG7NstzgcE+TIJUN59iUqz01uCsIYxqL2m2z5kxY8YNpDzSUGX2oX2bsU8Jeb/g4H5MCfDLVtXtLYIsd/FD39Gbc5lBjTnhrcGIoameP55BnqsMe2uIlGTYZCGmjNGSmVpjaCpHTJn1EIk5lY5iLjHBqq5wYhAyGIvWiqFcR2IMoiUugIyKoTJC0owzMGQpyTMQQ8DkUnA/WthCC88lZGi85WITMUYZhgCiiFiSFJXXrEUZelU7+j7gnOVqvaVyFiy0ztI2nu3gkCohGFIKo0K1oY/grKMSw3IpNHVFPwQqb/joYsN2gNZ6Hl1tcapY1+ItnDUnrEPP8fKYysK639IFWLkTqn7AWIMztpjzpsiDpXARE0Z61HnuNZ6z0xUVShcTsQtsKWrVy6blnZOapTN0CbKWsa6rPtI2wtUmc9VmFo3ja2dHvHe24N6qwaCcd2FU41V0iDyJieWiJUuxZDqtLd47+pToQ+RiGzhuqy+0wP/tbwv8frmWvnZg3Q+9d8K7v39O7eH4eH/79cfeu8/CNXz9/uHk8r2zFX3Ug2JPIoZl0+LsYfrvoq54uAgs6v2zsU1dcbas2IbM6XJ/6rHtIxfbiDVwb5n2JqKLytPHSH2gw1x+h8PnPuPtwV0px78E/DfAPzt+/SfGx/6x13FSnwWHZL1v4hL4/iWIz7x/ktgMiYenC9b9wKUaog58+GDFNgRSiERTRCDauqIZKUUL78Y5m1yUGu3oR2sNdqQvFY+7chFVrlxEZf7G7uWHF0pymZlVLY1ZI1IozM9gohGDPDf78eyH8rPKbUYKRXoSA1FerefsjBkz3kxkLfOTdqYcf2XxWfaCu9ph3AXTvvTs3jjpQUw06X3PMRVgYlaMKFkUNwpIHdKOuGkTkXWyHCo75hATiUwXIkbL7xh07PYapRGLWEPtLFmLOJQgO6ZDsS2S4mffB5wVooIVi7XgYiKrIAa2sdAh67oUG0SF46XHqKGPiSFEtjEyhMyqttS1UBlTNDxi5nzTsx4iTjJ9TFjndsVt33okw+rEE3ImRgXxbLvANoIRpa0qLFr8jnJ5Xfs+kdTgXWGs3feGMCSaGlaLFSYlLroWoxnfVCy9IaTEeZdQ7+hU0RQZcs/CV9SNh23AYHCSaNqaRg1DLrHV2b2W719usNZwf+E5W1SsByXLgPeeuobjI6F2Hu5lLi97To9aKleEhq6GyMI77h+35W+TMpd9xIdM0oRiab1l1bY8WBj6bFArGHRHdf+82N8rvRvquqboTMM7BwR73z0+472zcxrvWTX7k9X7pw29Cg9P9h9MRGidoRY9OEO8qi2VNyy9pTowQ/to3fNxlxG33ylZVTltK46rhLUH5nH7yOW2wxtLSgm/Z/DVWmFx4DgTYirUeWcPU5hnvPm4a0L7jqr+0o2v/6KI/MLrOKHPirbd73t1E0qhFOUNPN4ENiFy1UWedBlrwUjP5ZXBN54exWSlrS1tZdGseGdJWUk5lW7omFhaU6hR0+a5aivQjLV2Z6qsqteiK7d0W9NI8SrzOKV+nlR3FeqbgUZWCFnLbxSf9xg8BGsEO878TMEIeU5qZ8z4qqPM+stuDnHGjGle9Tbdh5tvkZd9tzxbeL25P8nob1tOqKxNWXezt0JRbybLjgQVx+8zzuPelrCo6q5wIxSGU0ylU+sQjDji9BzW4KUkuxiIKVFZW/ZNKcPCnuKJOYyBwCYkFt5grOy0NZwR4tgZTBnqxiI6ztuKUFvDEDNt5fDOUBuHmIwxSuUNZuwYL5sKYx2aAhd9IsbMto/UlcUaWBpDVVn6oKhmUsqINawaj2rGiPIxFhdDoVY7s+vAbbqSGH73YktKirHC2cLhpWGbAinDvWUNOXF6suDTdc+w7lEn5Gy4t/KkNBACbDuly5bVwlMvLI2pqOxAUqVxjqsw4K2jljIn/PD4BO+U40UFVtgOgY8vBowpIl+VLzOaguFeW+GtobGWyyGRotI4i8Vw1NZcbToyQl1ZFMdZ48rfoPYYEY4qofWOtvYvHf+8rM7QcrlkRUcPvPtw/7qj1vPB2RneVSwOqRtly7Ku0APhvXOOqvaEoFQHQkgjwmntsM4dHEXZhoiTcrsPqpnLTSBq5iwECnn6eVRVsd1KL5B7tTcaNPuQUuaqD6jCsnJUtzSJZrw9uGtC+4mI/AngL41f//PAp6/nlD4bFosFx8DFgTUrygytB9pjWI6VVUQ5XTi6oFTOIM7S93GnVtw6jxPB1o4+FFW2pIrVjLd2V1UO06xrBmMziHnKLDnrDfXiWzxpJyGoyag+q6JZyeMHjdyw/Hn6R+fAc8aMGS+PpONs/eg/OmPGlPClrM8VYicxqdfB8jmULE9J9uSRa4yUpMyXc0gpl1lWKSrAwK0B7+R7e33/2l7IGkPlZKdtAUXIqvLFPiiNs+Z2d9yieRExNBQxK5Mz25BotNCGU9IiUGOLyvHgdfTrLf71lmI5dNkNWDM6KozHOl7UOyeFo7ai9RbE0CfDaohsrSEMwrKpqG2ZDw4JGq8lJiGjzuLHTnUXA/c1EoLBGsPJqkYVcow81sils1QbC5XQD5GTo5a+j9yrW5rasqo9jTecX655gqFe1Gz6gUXraStPSpYrSSDC6qRm4QRnM/1CcLXBqHC0rNlsNwyD4hvHg4XHeoeK56gScoy0teOoEi6DZdk6Thee946XhKyEnKiMZRMSVjMdCZMzbW2pjNA2DWd0o3+xsKgc6kb9E2eorRkLBy+f4PzYS/78O++8w9cXn7LdwA9/bf/cayWO2hq8U+TAGNqyrdiEzKLZn/SqKvfaitgo7kByXDnLonUYsQdnUN85qnl8FTlb7U8pclasE8iGyIHZWDGcLiuEw1Thu3jH5lwaT5lS6DrsWDvjTcddE9o/BfxnwC9SdoG/Pj72haNtW759Cr/65PqxBxTp9vsexMG9exB7qOqijKYiXGzWHLcVq0XF0iWc9XQpc1xbqqpU/2pvr7sVWvyxGCu/MZekU0QxKP1oeZBHdSfNkDVRO4vmTBcSRgTrS7I8dW3NuKE9ZVCflWyuaVgxZURlR51qnH2hafMhyDhwr/pyVLEZM2a8HZgKbdPs/4wZU8q3L6h8XXvHND+rWpLAaQsugmWlA2rGk5uS2gnWGmQap/GH2UtuFEC7WSwuiWehJk7JTs65JIZj7JBypouZypY1hiJkU9nJ2zdz1aVSnIadCnI/RMqwkLCwBu/szgnBjmsLhTmNXsHld/XWUnmLCBzVnsq70nUVOFk2LFUJQ6Ryli4qtTE4L2gCIWPEU3lburWUpLoWw1CXznXjXfHT7RVxNQsi758uWK8HUivkkPngrCHmIqp1vPAIgvU1ogGDclQZBGEADMLpokazx9WOnDJN7bExIVXxM22cYVkfY0cGQFt50DJr3BihWja4KmIMHA0D3lW8d1qzHAU5P7rq2HQBrGHVOFbGsvDFTqmPpUvY1jUpJ9rKjArP1yJQ9Tg+9nnxAfCd8f6Pfbh/3aT39N6BY+WcaRYlVm0OJJe+qjlqK2onIPsT8XsLh2rFSX1YLGm1qMhj53IfnBXyOP99yGnj/dMjlr7jeNnsP3/vcLaYK7UH6giL2nIUK5y3e+nGUAptWQ+LnFor2HGe3c2h7luPuya0G1X9udd1EiLyLwH/FvBd4G+q6r9+159tmoZvvgv/75Pia7ai+JV9cA+OjqG1wqJtGGJkGCLiKhZNy3mfOR0iJwvPalFjjVBboap8MUiXMhPS+kKHkcqy7ePOFy9Ncv9GSCmTc8YiZGNKVTAXOnIfE4Zrj6VJUKIoO5YZFi9Pf1BM9GUosztpvFinx15FIDGpL8+YMWPGtcrxNZtkxlcbL+ML+LJ+gjfFq24eZirGwvU4z7Osp9v2R1V9roCbdrTm8nUf886Gr75hGZKU0i1NRSnVFOU0tiGRkrJs3G5zNlJs+1pfPDKdNbvZWjFCTkV8ssz5GrKyY2WlTElgnaEyhWKcc882RDRnls4QFSRm2jE5q2x5rHOBlDKOXDpRtghQGTNZDpliUZRK91jFFNshKRYqMZVivRhh0VSctEK3qvj0ssNhsFlY1K5YGRmLsYIxHUfLGoZIFI9iCDkW79qseO9oqhrnYMiJNBQ/YW+KYq5DOG4smeK+gFiWleWqi8SQOKrKc111FmcMtXO0TcV6yHhnuRqUk9piVFg2HhVhUXuGmPDOoTnTLFpyzBhbGgfeGsQYXpbd9sDAd8bC39HJ/nUnHh4HWB1I4ESEXR5o9ofkq4Xl/r0jjBxOQn3taEOiWezvRxpjcEYIQQ8qPW+HTA6JzmRCSPs1a4zQNNULuizCvWVJog952lprWNbVaLu1/3ghles1idDsUVAXERpvi1f1K+jGz/hy42BCKyL/JPBfAVFEEvDHVfWvv6Zz+fOq+l9+1h8SEYzxHBFYA8fAcgH1Au4talZti2jiURp4cLSgamqUTJ1hMwSerB3LxpFNUQHuQ6axDmOldFURmqrI6qsUfztrDEau6UxdLlVd1aJyOFWSg45qhSOlaJqVzWNiqzB2ectF+6z/n4zJs44zQULZ9IRCP5pmf2bMmDHjZZDHrtck0DNjBnw+BeOdDR2Hg+WXPaebs7b6Ai2InU970p0jQBj9440I3t5uEwSFvZC0UJwbC94YgmRiFuLItLpJXU2j0NEUkHtX5nMjylWf2A6JRVXmY2tbLJP6mEFzYXEZU1SCpXjoLqU8Z5pcCnJm24dy/imBls5uMDDkXMadFJy1hJzZRiWmnjiKTcYMXYjEqCxqYHRScFJR54zYUtyXAY7aunTKnSFkpd8MLJc1J9awqmr6KpNbT4qJy02gAZxA1TqOxqRLKEX7jVfO1wOntSUbQ+sNx03FkDOIsAmJVVuS5pAAjZicaQw4B0nAGstRDbVr8DLQVAZrHU3tIGuxOLQGpdByvRF8W5VO+Nh9j+NrPs1Zfx60Hhj1jw446OAX4M/B3T4uCsBqtWLhHNFF7rf7E72HJys+uOhpmlIo2AfH6Muc9n+OhxDoQibGxFWfyt/vNoxj4gfNXmEUE8tUef+6wrzQ3XH3QUTw3r4yHw4jcj2HP+Otxos6tP8B8LOq+n+LyB8G/mPgH3lN5/ILIvIvAP+uqv7ys98UkZ8Hfh7gm9/85u7xEAKtazleBtIaPnwAyxXcW7WlEpchALVbkp3hpKk5PloSY6R1jqTK5SbSpS3eVZzGXD6AraXXXDai6PCVHauto/rieIHHlCGXuRtUd5uY8xajI93ohr/jtDFO1W/NjKrJhVIs8rwFz1StLoFC2UDtDe/AWbltxowZL4NJFMrOM7QzXhJfxnfPs+c0bZk6/S8lgTQqz1mUTJZGo/4TzhlaHEwCODfWququIDRR+Ce7PGfK3ObksVviAkPKmT7G/5+9dw+SJbvrOz+/c05mVlU/7mPeM9LM6P1GgEYgAwKEwMAuuywRELDGBhMrZHsFJpZgAe8uu2BwBDZeh3eXsFlJthBPIS822LDyIgzCAgmB3hIaEEgzeow00jzuqx9Vmeec3/5xTlZX9+2q7r637+3bfc8n4kZ3183OzKquyjy/1/dLjOnef6pO3rMCDJuKLrdfI9B2HZXtW4Q9a5sdTW1YHTasDhsGxrLeeaLKVLHcxsha57FiGTQWQ6pUaghMVBigdEEYNhZnHBMf2QwBH2FghQ2vtAGcVZaGFaPK4qNweqVh0FhiDJzf7PBtx4SaWpWBdUwiOFLSoLIWUTi7VDNwNoteGtbaLlVNBc4s57lJIk0NXWep69T22tQO5wweqI0hBmF5VNM4R22zSnVtsc4ymXTJJsmlsTGXX2NF2Zz4ZO3kZKGY0J44pgHt2qX5mw0aWDGwPF+UGO89t6wus7QUMIsCVWtYHVXU9eJ26S4qky7s6pIxy+bY41WJMczdZmVQ0YYBRlLL8DzqymKtWZxUChFxSSCtWzDWYkSy4vjihFqdxVn3+jv2XRlllXzy2Sug9ar65wCq+i4RuVqF8nn8BvALwC3A74jIA6q67VOmqq8FXgvwwAMPTO9Pw+GQu8+scMvqRVaH8LS7RiwNBoQYWR3WeIXNSWS45HDRc/upFawB2wwRPN5Hzk886gOt7YgRhnVAasGSsk5RFFFos6qxD6nlpc/yWpfmdqrabWsVFk0+Xv2HXIRtpvCqQhSdZq22ecguuDD0egB7feALhUJhP/RJsl4VtlC4Unr10Wutnp+SwPsTpnJGpl0I/e/WzuJiXllrEmDa7XZqZ2Zt+/ty5QxGkjgTqoQQp+rKvbijSDrm7PkO8syty63LISohpDWAMUmsqLIG70MK0irLqWFN6wNjH/L5QAhZW8MoMaTZ37712qsQQmClqWmc4cJGBFICvTKWkRO8NbRVSK3DgAuBoXNEhXHrmXSB4JNn7umlAW0bGA0so6ZmYE1qE/YRcYaRODTCZDSg7jxeJfn3xkhlDBhDY4TKK5udxzpDRdIk0SgYa9EI7djTqVCJYsWxMrD4kHx5BaFxhqVcSRyHDuscThRxDu8DTpLlkbW5+JDnjw3QJbhCVwAAIABJREFUqbLeeuoqqVHXV9l+euYMsJ60Wk7fMj8Ive/skHHY5L4z87ep65rlQYOMJyy7+TOo3ndcbCO17xYq0XuvWDEsiFMxxjBqLJ0qzYJA1VnD8qC+bFb9su0QNoNnxcyvMDtnGVSWqNAscOdQVTqfFccXFGz2Iwq1NaJQ1so3A3sFtLeLyA/O+1lV/9lBDiYidwJv2vHwo6r6Hfn7x0Tko8AdbM3cL8QYwx0rA+44VdN1HaNBze1nljkzcFwcB0bDms57NCorjaVxBs3CSpWrGEeB6Klcg3HZBsf0puYVtTPU1qZ5WZVpljY9n63zsM7grNmuvrj4tUj7iukGtZ/gdFq53WO2oFAoFA5C0K0KbVyQPS8U9mI/C83DPNZ+6INfYBoMWCNY0ws/bdn4qM5UcKe6F1tzuH1wa20SjfRKtvRLnVZGUgDdi9Yw3d5gbVonKLkNWlNCfIkKawxVFonazFXdpoOmtoSQbGamAblRbl0esN52MDsWFZNjg9r03Bpn2PSBoEnx2BrBWMNyY1lvPRJTm3OTg1lVTQJNAqZOVodGQeqkbnxqWOOc5cm1MWpgQLJYGQ5rbke42HoGVqisAWOpTRL2qayw1nlkfcLAJDsjMUxtA8chVYlFlShM536tVYxanEuvoRjBAku1AZW0djKGjkjnFVMpg8piraU2aYxr4pWJT912tU3WSV0wU1EwkYMHOy+6/zQf/vR5RhW88N6nzt3u1OoSt7UtKwv6kpum4a5TI9aGDbedmR/QrrdCjIEuJnuceXrIq8MKQVlaoHKcuggdNqZRtnkYkxIJab26oPoqMHCOsOBlNMYwtCZZVi0QbGuD4lM7I7VNn7PdUFV80Ms6Knayn79tL9IqIsXG8hizV0D7Orb7Ru/8+UCo6qPAV+98XERWVfWiiAyBZwGPHWS/plKscUSrrI4GDOukBPjsW1eJURlPQpo7DUow4IylcpbGCQ6wUqe2BYHlyhI0zbRUTpNcuU1ZWKG35pme9zTjJCjr4w6vysAampmh/dSGdLkiI+QbjO7/glpUiQuFwmGTFulpcRcWZP8LhePM7NytlZl2RGGqmrxThGrW3mfnzG5fgTWSfORFtlpZQz97q4qYFHDKzNhmDBGftTEGlcNak/az4/PnY5phVR+nXtGGJIZzyiX7wLaLqFFAcShiDWLStqPKTS2CjBGCj1xoPWRxIe296X2afXZOOFs1KEJlDG1MwWDjDF1Q2tCBJv2PDR+n+iHDYQVW6PK4VCC1vy671P7bdoHlJolugqf1wsqw4uKko+08Q2dZWkoBc1KLzj66MdAFYaWqaSpHiJGBwiREamfwPtK45N1bGYMxaaZ44gPjSUiVZCMs1RW1NVRVPy6mUynvaoENzm7currKvfecZzAwiwWOgIEbYBaUS51z3HF6xKnOc3o4nLtd4yJBU8VxsKDCuTKssdYwWiAcZYxJreM+LvRmjSEy9llLZsF2BqGNgcECUSvvA5shdTHYNjCcM7drZctqa9G6eNyFnBiCwYLnuh96a02BA63HCzcWC98FqvoT1+k8/gcR+QZSB8dPq2q331+MMVLZipXhkNA6VirLLYOK4bBh4AyD2sIQzo89VlLb8HJlCAqnhjViUsbISPKPtQZCDEQVJj4SYssyFcPa4WyaSUlqgSHfzJLoQwhbGV4flTq3SsTY30DTz7LLh6VXa/QhTve3XxYFy4VCobAfQkz2B9aka1ahcBKZ53E7W8HdeX+etfeJoa/ipsi0n68ltzaGXPHs99FmYUljkrpxr5VRZbEsGyOqbAsqRITl2uID1JVh0oW0P0mKyD5q9tdMDgqBlFA3kpSRB5Xd5ogwaqo0T5k1PCYKVZ5RVE1BK6IEiQRVamdRFaxN7WgVkp9TCvbHXQ7OBLCRcRchRrwzW11nlUmquLUlCiCGpWHNIAaMwvnNpFWy0bZU1jKsHU1VcXrUpGp5VGwtXNxsEZMOXOXAedL5bCeVhDadszTGQIzJRtGkID/m5IFBqayjskJT2alGgHLlolBGhKYy1GLQBRY6p5YMj48tp5bmb2OtZWVoqKqKQTNfmbhyFWeHLmutzD/vyjlGxuD2EHKyxmDqPSqvSPZFBu8j1Zyg1llhyVYLX02ZSdYsusPUlcXmLsS91rR9x+LVonmdLihujmLy7DHLWvvGZC+V4/9z0f+r6t8/jJPIgfMVBc82K/mJMagDtRUYYaUxjPIMiWlSe0kblDpGhk2NA5ZHDWuTCTGkN/OwElaGNT5GxpNACD750+b5DCvCpk/+ck1MF1nN7UZNZXCSVA/dTEtwyCIRqpeb088SNWUzQdFOF2bNZunVG4Fdg+VCoVDYi6BbPrRlhrZwLTmq9r4koLilYzF7bNWUkA5RsXF7UrkfDwo5kDSSg71Mv58uJCs+7wODyhJ8YOw9tbU02Bx0bp2PFUGMmVajZgUerbVYC23nmfiQ2nr7KlSu/HYxEmKqLtbOJDsdyOsNqPNz6FurQ4iEbE0keXbS2S0nhUYcnU+qyRGl7UIOQJTW59cmbz+sDNFDFSxdDFiX7AoVGNSGYV1TV8kZohIFTcGyYpjEkNShQ2C5aaidzb60NUhqRXYG1sceFDwwspLVicGISQ4SmmaPOwEI6bUkBerWGBqbqriDYQWa9hvilvL2bDHgwO8lSXPTHUpcEJ6t1kucXao4vcBCR1W5MI5sdsqkHTOvCdKZtAZ1krRZ5lHnSv9eAa0xkqeT51NbCDFtMy+Yha1uhUUf59m16V6esIs8b6fbSPKFPmBxfVfEyGX2mbvRK7j3aumFG4u96vTvyV+/HHg+8Gv552+b+b8jRVU5uzzg7FLDExcDrY9MvNKqsCQGH5RG8oyrKHVW+nNiUI253USJ4lgaVBgEJ4ZhYzCkYHTcehpj8CbJfycLnTQvGwGjkYlPM6612dFyFGIWkzDTrNNuzD662yYxz+OYHVmrvrrbfz/7upTgtlAo7IcYtxJxC9weCoWrpvdZV9Xr1t43OyPr5tyH+3ssgN1RhenVi3v14dnfj31SOW8jQOcD695nf9fI6iD5YM4u+jX/S963aR9GtgfaMfum9JZaVqAjdXNprrRGTRY9TWW3LJN2PL1x64lA60MKjJLhNB3gNOCMyS2+Qszrni4EfBcY+xQ4VpUhRmFYpdegFgONpMA7pCrxsK6yarFgjUvnrmCtMBn7bHeorAxrDELjsj5JU2OFXCVLI19tSNLShnReIUZ8fu2NwmhQpWp1rparQtSI5qScmC1/0v6StrMqb7iyddJGGzGVTRXrtp273XBUM9hs59viAJPJhMqmYHWjm7+dkrx998oBWUlt34viWckt6Mri4NFay/KcGdZt+8u924vCY9XUCh77+ZarRIxhwSjugUit/n3yasFzOJzDFa4Re7UcvxFARP428Iq+FVhEfg74nWt+dvvAOcetowF3nxqxVAlVUzGq4HTtqK0w8crYBzQkxcAQIhbDwArjmDJdYoRlZ2lqh1Fho/Pp4i5ZPlwjkxgZiKEyAipTSfSuVyiGVJ3NN2vJPfk2z9/OZgXh8pu4McLAGRTZ9YLV34yD6jbBjd1mcPubWn9z7G/URznwPu95FwqFo6cLyXrMCqXluHBNkZmvR3E/mBV96pF8rydm8aFd/t8Il9mE9JXdfhtLSnLHkFsXXWrpdVlVd7aatFv7ZVRl1oGztoKqyVZ/eWY3t9+aGGmaJADUr0d6H+nZhXk6R+hCoA2R2lm6LuKcoe18UgeWFEAa6SucKeiNBpYapYtQ2XSdUAEfUzt0FwLLgwYfIyYHlc4auhDpJp7lUYPLbdJ1ZTB53yKG2pppgcBl0SztPGoMEiJLw4px27FUOVQMrfdE0kzwIFsbWTPtT8v2h0lwqwtxWk03ubLZJyuC6NStQtk+S71fblsZMqpqRpVjdTBfyEmAYW6hncdoNGK5XqOLyu0r8yO0QVVxalSn5MaCgHC962hDJKA0cwJpVaXLqtxViFNxtN2261u0F1YkJQXSi9hWiDmE0HCncvnVICILOyivxTELh89+J6nvJvVBPJl/Xs6P3RDcdnrAOLR8+nHDwAl3nB7RNBVK8tEKMWIaAwhukIbbQxepHYhxjJzD2CSZH1XxEdaDpgsuyiDfjEZNleZHRNnsAkuNozGSZPeF7FW3lcGV7Bm7ZeLNroIUPYsuUv2NajfPrZ2Lgv5S0d8co+p1z4hvO585QhyFQuHGIMSYqgSl5bhwjbmeKsizx9S4WGvCWoMx8xOv1si2YHNru63fMdYgqnigkWQR01Rmyzs+t7n2Fddp8MmWKI3PCsc2d3YN661kuA8xi0spdVMly50caPSJ652dYH0iO4aUNO/beulVm0W3BbN1OjlMJQxdbiOuLCEoa5M2CVlJetwZm2db0/nXlWGzi3QxBZRt2zFcHkK2PNSoSWRz5ryApG6sfceb0uQ116nVGhFh0nmMuOkMcu1MEvIhBVK9B6qS/E5jfj2jJgsbmwPbviIuM6NaISZbo4OsS247vcy9Z1ZZrhynRstztxsOa5YmkXpBhdZay9PvPEUIyqnR/OB4WBuGE5c6AReIII19TO3lUTkzZ5ve13intdROerEkWDw7ahesT2dJ8+hbc7lXw+zc+/XiKI5Z2D/7DWh/GnifiPx+/vmrgB+/Jmd0QIwxGIVxB6422MoiJolB2dzmW9mKLihDZ3JWCmxlqY1Qh4gI1Pni6rskioBY6mxy51UhetYnnjaGaXueM6lSO/Wns9tbfZ01RA2Q52+2ZXYP+Dx3u5nO3XbHxaVvSz7KjHihULhx8XFrIRxKhbZwAtlPd9KV3B9nRaOIqYtKAOeSdocYofVhm59tVFKVNSsM95XN2bbnqDsruul3hzm4dNakqqSmQHFagYxJr2OrAinTucrgs2WOJJEfWwldiKTmZqEyaVYyBd6Cy79XOcvmuEsLes1BZK5qrbcRRbGSzmmg4Cdp7tdrmgN2yV8HsdBmNWVrctJfmQryQKr+WpPWdqrp+2HtqHKQlv6MQh+SKltdaQKp9TqL3IHmFvfU2dZv088Naw6iQ2773u9c5LBx3Hp6hdoyDdB34+ygYjzsODuYP0MrkhSYvQ+4BXOqbReZeE8XwPuKao5/7FJlGYssVEJO6+bUhr7oY7EllpQq9PP3t3eSKhU2Uqu8jWk870YiZnXu0kV4fNlXQKuqbxCRtwBfmh/60WzBc+TEGAliiALjEFluLMa49CEUZaWqaDUN7m/6QO3Sxa4SUuuNJg+tNirRhzyvYlmypDuKM7RjzyQI7WTCsE5zKpWtaLP5uUj2TDN5MShp5kRyu6/NN5fUfsxUfGUnhzX3uvPicpBg+FrQZ8f77wuFwo2FD5paI01Sdy8UClv0M7ip9Xd7oNCLRkGuqoqhsikAVbvV8ZBcD5KTwexdsO9eiiEFa33Nd+etsldZTh6iSdCnX0doFknyfZutZPGaqHiN07lhV+URpJi6yqJmAaWcoLfGJPGm1NJFiJFJVDqfytsqEKWv0AohBHwIBIWBsynIrZO41MR3hGhog04rwqBojHSR7JUr0+qu5sp17ZKys8ak4lyrTa+F5Bcnt37Tt8OarbZqgIGkqjE2VWt9jPQSzZXZvi6CPqA/GMFHrGhq1V2wplFrkt/rnOAT0hp2beIJURl2Ydo+vpP1NrDR+jRjPOnmBrRNZZFcxZ57Xqq5m2CPAE5SULursMsBmf0b3WhjLbOe0amJoaxTjyMHMW+aAJ8FBsCzReTZqvqfr81pHQwFBsawWllWKsegznMTJvnBdhOf5eRlqnKXsouGzkdijFiZUY4LipekkOeiEgjpg5/nV88MK8TYfFFPOb8Qk+1PyB8KSK0z1iZxKaZtNrtninfOve5GyBnFncJQx4FiVl0o3Lj4GHEm+UWuTfxRn06hcEPRB6X96M48Uan+Ht5vY7KAkZFU9ewFk3b+ej+W069Ndru/950TfSdFjFtrDWuFEMBI3xYqoLmVGFAjaA6mXR6tSqXL1KEWVfLaIoXbkWwR5JNScRdTcCtAY12uEGf1Y01BmcPiXLLFEWsYNRXkKnPXpWJBEpuKqVoczXRdYE2vzLt17l63LA+jyvR1jQpRkiDWdO4x9tZFW9OZffU1pj7jbcrUs1zJXKTNs7oxxoVCSJVGRk6o4vygWXObuDWCX7CvgTM0tU3X6QUtxz4LjPmgNHMscqd+ybI4Vg0xzdoKShPN3NdwPxhjcJJa0fczr1ooHJR9BbQi8irgB4CnAO8HXga8E/iaa3dq+6cyhqXG0fpA1dTZSgekShf+lYHj0iZgmc6c1M7mOZY0y+JMmq1tg4JEJl3vJwerTU3rlGUcTZWyf1GTcuBmF5LXW/Y3Mzm9GnM2ykpqbyYHo/MCu51zr7ux1Yqk130GaZb+5rtbtrpQKBw/fFQGVWpNbEuFtlDYhhGZVmh3C2ZnxaEmbQCTwpxBrpbZ3CYL2f0g6lRPwkpSFu9vpbvVrnqVZdhqRQ665cGpmqx2Qk68Sxa2alya30UVH5LVz4AUDBpraHIVb+JjX/zEua2ZXWeE1ifLHSO9x6wwqCpAkVrw6sEKdZ2Fr4wwcA4rSVE5xtQd17dMVyZpk2hO/vfzsKkVOD2fyhlMVJwksbq+au1MqqhakSR8lFuLh42bSfhvf+1S2/T8IsCVzEVaI1SVTb+3ICJsBhVVG6mHcyJL0gytM5agkcGCtt7loaONSWSrrufvz5g0KrdonrUPaPsW7Hn0Amr5XbZgy/3hrEHtjVcB7f2kj2osr3A47LdC+wPAS4E/VtVXiMhzuULf2MMmCQsYhoMKYx2jgaM2wjAbVLedp3KWprZT0YVBZZm0gUmM+BAYVC6LMqQAV4ylSW7lDCqLtYZBviFM5y9CREWoK5uH5ZOpuBUh5LkNZ7YsfPr2lnnsZ6i+v6gf9Qeu7xbpW5qOW7W4UChsx4e0eK2dKS3HhcIO9poR7EUguxDz/Cb0PvU7b9e9L30afTJTDY7ZCuyux4BtAcjsz/26wOY1SK/KrKSAUVXREFJXWZ6PTVOo6dguCyYZmR2HSl+dNYzbwCQodWVpnE0+vZrGtCoraeRqxt5lUFsGpLXRRtsliyGXqs9NlVqT+6tMmpPdes5b1kOCsbI1bzujCdJbHfVrjxh75WKdvv7GbFV1D3uJ4qzjzKhJ1fQF67HlpqY5Y6kWWN+ICJUVJKY28nkEFZYGKZD1Pk4TDzup7JYI2Tx6T+ZdPZ5mqJ3pu7UXipbul/7vdSOuGEsX4fFnvwHtWFXHWQq+UdU/F5HnXNMzOwCVFZYHDY0LrAxrGpfstcedJ+ZMXu0sIabMnip0uQXEiJm2G+exEawRlnZk1DTfOUJUyBeTOqRZkMZJvnhufVgF3RKK2Af7Gaq/UaqhRrgso1ooFI4vfbtj42yp0BYKV0AfDNraEmJal+x2fzR5TWJEpgJOsHhBvZutiLNmW/tz8LmCSxp3ml1TxJgCHULMwWta0PTdXjv3tfPYqYqaK6B9oJhneI1JyslpTHZrXjiRjlNZQy1C01RTtWftLQ9nDqk6qz68FbDOJgZ68SxTbb2OfaA+2+lmpjPGh79GObNUc8e4xlrDqJkv+LQ8cGy2hkE1/xxiTJVmZSvI3w1ncuchzA1mIb0+1uytx9InUFRn0yTbMUaS3zBXX0jpA/fD0oopFHay34D20yJyGvgN4K0icg74zLU7rf0jIjhnGRkDlWVQOZxL6ngbrWez8wydm4o1+Kh4H7JkvTJwbnoxh/mCTZCygG1udzFGaGpHs2ObqWKhMVPxgqNsD74W9BemQqFwMvB5oVsqtIXClTGrkDqoZO6i3Rq56uR0P0sKW0rIzshUdGcnfWCSKm6yrQq6df4ytQby2cmhyvY5ylZCvRctEgEJWwrKIpfbEvZJ/cZYarflxyozQagPijFbVVib101V9t3thZ96j+D++fSB+LbnOa3IXtv1yahx3LI6xFhDtUD+1xqLNRFn5y+1jTH4GIkooouViXsLp73YT8Do7P4C1cMOPkswW7hW7Ffl+Fvytz+erXtOAf/xmp3VAWmcRULEuF5wIYk01VWqNsQQULXb7GPqyk1vQNP2ljliDb3ljuSqJAJdrtLuDH77TGp/w5gVkZjnE1coFApHSZhWaA2tD0d9OoXCseMgid4rESKaZdYfVGJvBZSqns7uvr6YfWzWu9Znj1jJ3Wsha01FTSrBs2uXnYFinbVDIHdu9VW//P8K2T5n+3PtZ4L7/ToxEHvv3a3KsgE01y3T82O6r3lewdelodUYhlXyxQ0B5nUUJ59hs9DbO8bIoBd5MguGaA+R2bnh69llN/teKWvgwmGzb5VjEfkK4FnZwuc24B7goWt2ZgfAGMHpVmAasiw9mlWITQpsa5dkynsJ+17oAbY+XCkZONPGk5ULgypVZSBkvyqTL7Bhyxh99sKwm4hElz1vNbcjFQqFwo1AF7cqtO0V2FgUCseFXjzoKBPLswHFrDryfs9ndiuRrX2I2T6H2Vdy5+27X/+EaSCcK76axqZiVhxOfqVbCf++E01ke6u0zXO7/WNGBDWXi+30M8ciTIPXec/c5JlZsvBV/woc5RLKSPLTNXavgFAJvQDWvH0ZQ2Vi8ia+jsHl9R4XmxU2O+q/X+Fksl+V4/8NeAB4DvAGoAJ+Cfjya3dqB8NIEjaJkoLYSBpoN6YPdHefQ+mNzXt58t4Xrd+ub8PpL8iVNajZ7qfVu/3MenrtnIntfa5UoboxRmELhUIBgM6nFr+iclw4yeymFnyt6auWuwUQs+rIB1nkG5M6xqBfcyiil/vX+j65D9N241ly7LpNcKlylootN4N+u1mdkOnjM2ulGHOAOnOMneug2UpvXyW+fO52O9YINq/TZs/nKOm8ElFigBgDqZZ8OZVzQJi2bu+GiDDMFdqbpWp5czzLwvVmvxXabwG+CHgvgKp+RkRWrtlZXQETn2dC8mwsIgjJimev1p7eOjZ5s2XxhIw1yUdu9oIvIkh/U5TtxumL6Gd1bxRxp0KhUAAY+8CgslMLDR9iuU4VThx98AfXZ1Ed40zAGg+3Kraz4rmrt2cOmAW2CVD17CUG1Vdcndta/+zG9HlqEi+at920IjyjLbLvqrQIvRbSUQd+EbKYqEwTBrtRGQFncXuc7lE/n+vBjfT3K5xM9rtiaTWl0RRARJau9IAi8o0i8uci8oczj62IyH8QkT8Ske866D5DVEKIdF0gZkXjyqbqrGTlwUUfoKl6nhGcXC4KNe9i3+/bGdkWBO+GzX5zzlyeJS0UCoWjZNxtBbRAaTsunFgqa5Kl3g2g0J8W+enftbANqVyyyHF2/rqjf3y2LVbzfGvfUpysclKiK4SIIc3G7nbOC7prp9XbKxVt6tddR83QGSpjcCJ7iELlv+0hJQcXtS4fB26Uv1/hZLLfT9mbReT/Bk6LyPcCvwu8/gqP+cfAi3c89r3ArwJfCbxKRObroO+gV+Wb+MgkRFRmg8eDZP5SULpIDn3R7+8Hc4PcRBcxVTkM8dhfPAuFwt6oKhMfGThDnRdepe24cJK5Xotqk9civTPCvHO5lufTVHbPgLlXNvY5kRVyxXXW2iXOjGb1V4d+JKsfp1r0PCGtzSp7uZjmcUOsYXlYszKq2avWv5+/bciv/aI1V4yp5bora7NCYVf2q3L8T0Xk64CLpDna/1VV33olB1TVc3DZh/yvAa9R1SAiH8jH+NB+9tfvx+ZZjdkZ1oNQskaJvv26/768LIXCyaYNEdW08J1WaEtAWygcCjdCEnuv9Y3u+Lrb7/ciTjs3yvqbWafkKk/0mCAwrboues592/ZC2ah9znXrtt+5eV7rQmG/7FvlOAewbwUQESsi36mqv3xI53GaFCwDXADO7NxARF4NvBrg3nvv3fZ/tTNYUxGCUrnS0nA1zN6wystYKJx8xl0KXhtnpgFt8aItFG4ebNYCMTMFgp1B06yIU+8vC1vB2k4l45NM5Qw2ylRsdB67vY476ZMFyuLAN3nsZovJGyBJUijcaCwMaEVkFXgNyaLn35MC2tcA/yPwfmBuQCsidwJv2vHwo6r6Hbtsfh5YBcb56/mdG6jqa4HXAjzwwAPbcoS9IMICIbnCPjmIl16hUDj+bLQegKXG0ZQZ2kLhpmOnGrHMWPTsZOf/7fzdm4X9BJWLXsdZ9iPAN1f4q1AoAHtXaH8ROAe8E3gVKZCtgW9W1fcv+kVVfRT46n2exzuBV4rIm4EvBP5in7/XH4sQdSrSVLh6woy8fnlNC4WTy5PrLQBnRlvSBeMuHNXpFAqFY0w/h3u9fH5n7XzcEXoL78Z+11E3gjdyoXDc2SugfbqqvghARF4PPA7cq6qXrvSAIvIA8NPAC0Xkd4FvIglM/Qrw/cBrVXVykH2GbCquqtssdgpXztZMh2JvwuxroXCz0Ae0Z5dq+kLBY5cOdAkuFAoFYl6LwfWb85zVR7rRZkv3s446Cm/kQuEksldA2/XfZMGmh64mmM37eTfwtTseHpMC2yvCiEy91kowezjsnKkpFAongy5E/vJza/zl5y9xaex5y4c/C8D9t46mYlAPP76epPkKhUJhnxyFBocISD7mjTZbup911H5naAuFwmL2CmhfLCK9WJMAw/yzAKqqq9f07PbJ7AzHPJPwwsG4WediCoWTRIzKRz57kQ8/coEPPXKBDz9ygQcfvbRNxdgIfMsX3cPtKwNUlaffusQ/+n8f5D2fPM+3vuQpfMUzby1jB4VCYU+OQoPjqGZL97PW3O86aj8ztIVCYTELA1pVPVYySzF7p6lGrDGYPRToCoVC4aTyWx/8DP/773yUhx5fB2ClcbzgnlW++6/dxwvvOcXz7lrl1LDi7FJNNbWgEH7pVV/Kv3zbx/j3H/gM/+EDn+GO1YZv+aKn8O0vfSpPu3XpKJ9SoVC4genXYLD7PGuIqZPuRqukHpTichpcAAAgAElEQVQYlTZEhOSyUdaZhcLRs2/bnuNAP0qRBAIiWlThCoXCTcib//RT/PCvf5Dn3bXKz3zrF/DA/We57+xoXwvJu08P+cn/5oX8L9/0PH7vwc/z/7zn07zu7R/n5/7gY3zZM27h21/6VL72eXew1Jyo20ehULhKFnml9gJJkFqEj3MQ6GeeS4yKLevMQuHIOVErkt6ny0hRiisUCjcnrY/8s7d+lJfcd4Zfe/XLrridrXGWb3zRXXzji+7i8xfH/Jv3fJpfedcn+YE3vZ9BZXjFc27nv3rx3Xz9C+4sLcmFQmGhV+pJukJYgUDxhC0UbiROVEDbz1JYs934u1AoFG4WfuP9j/DoxTH/+Fu/4NBms25fHfCaVzyTv/dVz+DdnzjHb3/wM/z2hx7lLR9+lK945q3867/9UmpX5sAKhZuZRfOsxgjELOJ0zAsO1hqa7DF73J9LoXBSOJErkJI1KxQKNyMxKj/3Bx/j+Xet8pXPuvXQ92+M8CVPO8tPfPMLedf/9Er+4Te/gD/8q8d5059+8tCPVSgUThbmBPmsnqTnUiicBE5kQFu4OkJUfIjorMFboVC44XnLhx/l44+t8/e++hnXfLFljfC3XnYfX/jU0/yrP3yIEMv1olAo3Lhc77VNzMeL5dpYKFxzSkBb2EZv8q1QFqiFwjHAh8jb/uLzfP+vvo8feNP7eM4dK3zjC++8LscWEf7uVz2dTzyxwb973yPX5ZiFQqFwUI5ibRP645XiQKFwzTlRM7SFq2fW5HuRGXihULg2hKi0PtKGSOsj3czXSf660QYeenyd93/qPG/7i8d4fG3C6VHF3/jSe/k7X/WM6+pr+NeffycvuucUP/RvPsAvv+sTPHDfGb7wqWe4/9YRTz07YqVxpTWvUCgcKUextjEiRNUTJYhVKNyonLiAts+8FdXNK8dZsy/T8ELhHR97nB968weAyy0bpt/P/M/2x3ffnn1tr3Me33sbrmaf+zg3Dvzctx/3IMn8U8OKlz/rVr7pC+7iFc+9ncZdf+twY4Rf+u++lF9458O87aOP8cZ3fILXhYe2bVNbQ+0MzgpCv7hMpMtMFliZeUzyY1fK1Vy9jvra97y7Vnn9dz9wpOdwM5Gqd5wIj9TCfA5zbbMfT11rBHPMLYoKhePCiQpo44w3GLEEtVdDuQAX9sOZUc2XP3NLfGj2bSMzIcW2x7e9teZsM7vFfva5bfvd37sH38/u+5xz+gff55ztK2uocgBYW6F2Wz/3XwfOct8tI+5cHdwQC/BTo4rvf+Wz+P5XPouJD3z00TU+dW6DT5/bYG3saUOqOvsYUd0K9NP3fRA/85huTwYclKvp8LsRmgPvPTs66lO4qQhx69123D1SC4s5rGB2v5665b1UKFwfTlRAKwLeRxSojSGSZheMSAluC4VrwPPuWuVnvu3FR30ahRuIxlle9JRTvOgpp476VAqFfSEi006JwwhAfIjT1tay9kj0QaA9AS4U+z37PonnjCm2ZoXCNeZEBbQwU5UVphm0qIotUwyFQqFQKBR20LeGHhb9rlKQXNYevSATpPWYOeaviTGC5D/yogSIj3H6tS4arIXCNeVEfcJEBGsMRmT6D4q4UaFQKBQKhfmIHJ6vqMkz4mXtkZATuB7bz/ulMil0r8yJWmoXCjckJ7RCu3WROe6ZwEKhUCgUCseHneuQQnpNbrZOucoZqpNVNyoUbljkehlMHya33nqr3n///Ud9GoXCTcfDDz9M+ewVCtef8tkrFI6O8vkrFI6G97znPaqqe2aGjmWF9v777+fd7373tseKzUyhcO154IEHLvvsFQqFa0/57BUKR8dx+vyV9XDhJCEi793PdscyoN1J2wV8VIz0c7SCs6XNo1AoFPYi9pYlqsT8mDNCVGh9wBaFzkKhUNhGiKm7cZGKdTejclxdp2toryYtaFkHF24qjiSgFZHvAr4bsMB3Aj8EPAC8V1V/4CD7ijHyyccv8NiFde44vcwtK0OGTUUIEVs+zIVC4SqIedFyHGwmdo6P9B6vwuXnr6rTfz6mr+fXJjgrrIwavBq6EAgK47ZFK4t1FmDXRVKMER9TVcCZwxPXKRQKhRuNzgc+/cQlGifcdXZ17vVu4j1t56krR+XqufvzIdJ5T1NVc+81qkrI19hFQXSIkahwPW9ZqkqMmtSfF1z7++RpsbIqXAuue0ArIvcAX6Wqr8w/fzGwpKovF5F/KSIvVdU/3e/+Njc3+dr/453Tn7/pNHzPNz+fZ993J4LBGmHQVP2xp9uVloxCobCIGJXQB4kx+Vyrzg9uQ9Rdg8crOa7IYjuIGBXViIgQY2RjPEEV1jZb1tYu8NBnz/H5tQ2MdjhjGVi449ZbeeLCBToPyxVcmEy4sLbOpVbxa/CzH037/rvPgDOnQA0MmwHVaMBtSyM2xhO6doJtKqytWKksp5ZGLC2NWFpaYjQcYYgMm4amPhHNP4VCoXAZv/n7/5kf+k8bALz3R7+cs6dP77rdP/+Ft/L6j8Pfehr85N/5L3fdpus6furnfoc3PgJ/8sMv5/azq7tuF6Lyxx/8CLedPc2znnrP3PtM2wYePXeRO8+sUuck5G6Mxy0XN8Zzj9eztr5JXVXUC67pky7QhUBlLYM526kqky7gQ2A0qOcGtf19V9g9ebpzn2UdX+g5ilXH1wNWRP4T8BHgz4Hfzf/3u8DLgH0HtC/4ybdt+/m3zsNvvfEjwEf4m883fOUXPI/n3L3KbadWkly8KiFCXVs0RipnpqbqUUHQbXLs/eMaU8W3fHgKhZsDEaaGkqpK6L+Pl2eY+zYvAKJidrFpSBXR7QHvzsc6H9iYeHyMDOuK2oJzjhAirQ+sb7Z4jWxOAg899iQPPnKOBz/1KI98Bj64CWHhM7q4r+f9cx+b/Wmc/53f8/eeAbzwafD0u2/jaXed5Tl3nea+W1cJKjROcK4EuYVCYTGPXhjzzo8/zgc+dYFPn9tg4iPPuG2Zb3/pU3neXYuDr+tFH8wCfPFP/xEP//TuwerrP56+/uJD8JNz9vX3f+x3eEv+/kv+ydvn7uuZ/3O/1Sd4w9f/Fa94xVfvut23/cO38iBwH/AHc/Z18eJFfuLf/Qnr447v/LKn8fIXPXfX7R565DHe95k1GoGvecGdDIfDXbc7tz5mbRJYbix31cu7btN1HZ8+twGq3BKUsyuDXbcLMbI+6bDGsDyo5q65287TBqW2Ql3ND6J93xouciw6rQpXzlGsMO4AalV9pYj8Y+A00C+hLgAv2O2XROTVwKsB7r333n0d6Jc+EvnchT/jRfef5kue+VROrS5TO0MXYaUxLA8a2k4YNi61fIRIUKWyJrVPiCBG8CGigIvK6CaoPITcgmhL62DhEDiu76fUPpuqsiLgfUxB7oLn4ENEjeDQnD1mGty2Pl1HbIQqZ859VCatRxGGleH8Zsuk9Yx9YG2zRQzUzlIb4ZNPXOKRJ9Z5cmODJy+N+bNPfp73fAKeuA6vxX74GPCxh6B66DFecPoxHnj2GV5y/+08997bWB00rDQAaVFhjUxf13nvid0SANeT/vh7VcsLhcLV86knN/jJ3/oIb33wc6jCqLbce3ZEU1ne9Kef5Bfe+TD//Vc/kx/8umefqMDkLXtvchnf8/+t8/Ardv+/B/PXTyz4/Xe/+9285cEJLaD+Y3MD2g998gLv+vhncUZ4/h01T3vqPbtu98iTlzi3GTgztNx1Zk5A6wNPXtokqDKwbm5AuznxXNxoEUn3xHmJ0IvjjqAwMXDL3IB25j5iT857prA7RxGdXQD+IH//e6TZ2T7ttsqcUoCqvhZ4LcADDzywb6+htz8Cas/TDFa47zaPw+IGlifUcOcpjzEGYwyj2tJGRUSpxWKcTNseNIJzFiNK5wPGmGmFZq+WBx9iXsybY3ERThXp9PKGqLhyEShcBcf9/ZS6NbYEQKJCJZfPM1kjEGK6Xiisj9vU2SHCoLI0zhDyzGrUrQBp0no2fCAGz/rE0AXPxfUJF8aBGCOCQhQuTiacW5/w4CfP8fjGRc6dD/zZ43DpCF+beXTAn52H6i/PsdIMWRoNuft0pJIBaiy1NYSYs+UKVrZ3xcD2zPpuFfHrQX98UY7d+7ZQOE686+NP8Ko3vpugyve94pn8Fy+6i2ffsTL93F/Y6Pip3/4IP/v7f8XHHlvjn3/HF9IsaKctLOb8+U36GvOnPjV/u8+c/xwfe/wiw8qxsbk5d7vH18Y8dnFCCM3cbQTDRusZe+XeM3Hudl6hCxFjDTEu2C5E2hjRXbqhpseU7Qn14g19sjmKgPYdwPfm77+Q1NT3SuDNwNcCP3+YBxsDn3sCPn3LOZYHhnELzajirmHNY5cCaizWWJZrg7EGH5TlpqaOhtYHjBWcmDSLELfajyddxEeoTB/syvRDo0qavVOly4si7z3OmWlg2wu47GxtNnOqAX1Lo9lDEOBqERGENLhvSlWicJXMvp+OQ5WrF4ES2Qpo3Ozntd9GBCULMeVe5KCpCtuFQBci1lpUI5UVvE/btj7iRBh3KWAdd5GNtqWdeMjV4I1O6XzH+fWWcVR8F9icBC5tbvLk+jk+ew4+/+SNGcz2dMDFS7C+ucHmxGNEGAdFYqDtAqPKpbEPVXyugjpzuc4BsLAiXigUjje/+5HP8ZpfeS/3nBnyxu/5Ep56dnTZNqdGFT/zbS/mOXeu8FO//SDya+/n//pvv7iIC10hzUzcuTw/BqWpl2nseZpKFoaCF9YDT6x5ajs/pPDB47NK4bidH6hW+d4q7D660zNwFquGesF7QDUr+EtalxdONtc9oFXV94vIpoi8DXgc+BvAz4jI24EPqOqfHPYxN9bh4oU1Pm1q6pUR1UVYqQy3VEM2fcSqsjEJgKdyjqgRFIaNyy1vBsntkkGV0AZaVboQqa1lJKDGoMp0DhdJthfk2bsYFY1K1IB6iKSFcpXncqfViDnVgL7KFVWxV5Bl2hlAL8JZU4btC4fGcXk/zYpASWSazA1ZmTFli4UgMHubjTlQ3fQBjZGmcohISk5hAKGLkRiVyghdVNY3WkDpfESjsukDm23HuAvYqFyYeKIKmxsd5yctVfSsr6/TetjchMeu6ytzZYiD1isOxYrFe0VMeh94VWoFIniS5ZrN1XAg6xoc/Jh9Nv4w7CpcTk4eh86aQuE48pvvf4QffPMHeOHdq7zhe76Es0vzlYABXvXypwPwU7/9ILevfIQf/693nVAr7EFVVaS0IyyIQVlubBq7IHJq+fJEQ4+KpuulzL9oV84wqh0+BGw1v7oeVJG8nt6p3D/LsHZUMY0IzkNEsPmmUq7jJ58jGQhV1R/a8dCBrHoOijUwxrCmHbcEZTAUjDhGo5qhCpPWE6Iy6TzqPeMJiFQYhZGzjKpUvTV5qDyGSNcGhNQKZ8QQQ2SSA9w0K0j2w3XT6mpUJYSIiAHJC2gUu4/OGSMyrdAelP74IWo+392rvP1isH+ehcJhcaMGs/PmNK2VaZuxkKq1keTL2ojFCjT5puxDJKpmuxpLZQ1VGrwkxEgIgS7m42hkvQtMOk/l0phD8IE2BBCDaqRpLKsI5zfHiI2YGFgbd6xvrnPxPFya3/l1QzEew8bEgxF88JwaDdnofLKVsGlsIwiYnKzfKZZlTPobdCGiure3eIzb29uvpHozm/iTmQC7UCgcLm/+00/xI//2g7zsabfwuu9+gOVmf8vRV7386Xz2wph/9YcP8bKn38I3vPDOa3ymJ4+u66bfr7fzt7vYpS7FEIUnzl/knrvv3nW7Sjq62KX73hxiVMgtxHtVVYkRlcXX+7qyuGwVNA+RVDQqVkE3BzeFUes4gm8jokJddZxZclirXFqbAJGl2jGqLEt1lVqPnWHcRSZtZMMHWq9Iv2DNKiGj/DuDyiYfxxxwtiGkDFMOIL0PWCNURrCk7XyM2SAyfe9DxJmUSboWH7p+kRZ3fN1JzO0Z/f8vyo4VCsedfk4zzHjoWUk11X4+tk/uGMCZlNTqvfQ6H+l8ah22IhhVnEsJLecMPkbGIbDRdum6EAOdwvpmR9spNipDK1gDI+cYVUkEQ0RoasvKaIDRyMZkwmfOXeThJ5RHL8CEqfjyDY0AdS340LE26ZiEQGXTAsPJzAxtft1nrzd9Zl1IYxj7eb6za6n+MhqiThMTexFjej/0vryFQuHa8IvvfJgf/vUP8pXPuo03fM9L9x3M9vzINzyXF96zyo/95odZm/hrc5InmLW1re83uvnb0bVstsrYewbN/Oq5mIaRrRCzoH9ZDMPKMrAGXRB61M5SVZZBtdhVxIfkfb7X9b0XISycfG6KgLYyqcV3srnJkxcDjz6xQeth7APn11suTDqMCGdXGlaWByzXDuug00jXBS51SU0tVQoixqRqQeNsClpjZNyGVPmU9H+ToGx2gUttx6XNCePW0+VZO2PSYm5j0jH2gXEXUgVoQVvmXsHoIvqqbJXnEeycY/SPikh+XvtfDBYK15JehTwe4vtxt4+SSUPsKKka62O6aVbO5M98+hpCqqqOfaSLYK2hcg4jsNkFLqyPWRtP8G3EiMGJIfjAuOsIoiDKRtextjnm0sYkBb6TgObP6dLAIdawMlpiJIZWIxcn4IFN0tcbnWYEA43JB7eyaEgJgBCVNipt50EghIgyIwKlis+K8y5fu4S9E2x9Nt7l8ZC+YhtzwmKv91C50hUK1543v/tT/Nhv/hlf+7zbee13vYTBgvbTedTO8JPf/EIeuzThZ3/vr67BWZ5s6pnYdNF1rzEVShJCTG3Ku3Np3PHkpufSeH50XDmLikWN0Lj5M7RGhMoKdg8hvj4Z3YX5+yrcXJx8DxrgQoSLF8H7jhW/TuUsG5N1zpmIsY7bRhWhsiCWEFJFtUFBPVENk4nnPBPqyjCqK5xkcSiTVNjSwlcZiU2tiiEiGgFl4iMemJhAbS11bkn0MbUpiiZrICDP6e3eQtG3HPeVjNl2yF5wp89C9RWk/udU7di75WK2pa+/SFzpzO4s/fnME7wqFBYxFXbgcIMOYyTNcIZIi2KiUGefni5EQkjBqCrE/PkSZ1NQpCngVZRaDJqDKN8FMMLYR4xLmTRr0mx9IHdxTDrEWjZ9pIuBcadM2jEqQi2CG1jGrWc88TRG2cCz2QWcwFKdWsQ29n56R07cBFfVdFFZ22xpKpdF8gLOCEEdJrcUW0y2SEqt2dO/s6SumEhawOwUjtrJ9iov23yE+/+Jqphdrmk2vx/S75brVKFw2PzBRx/jH/zbD/HyZ93Kv/jOl6Tr7RXyRfee4Vu+6B5+/h0P8aqXP41bF6kbFbZx7tzW948v2E4qS2XBmOT7Og+NkcYpukCVOMYAGhCFGOf/3bsQ2Gw9VgwsLTg3BR8j9SHoJRROBjdFQPsEsHQRlgJUdszK4CzGNBDh4uYYvMeIIQgMjMWSFl5tCKDCaGDZmLSoVoQIAytYazFETJYFF4VxiERJweeodkgX0MqimlqLXVY4rpwhdMrAWYwx1Famwey8rJQ1Mg0s+wCx/16yCqvJD/bCNmS7iyvxAbVXMbM7i+qW0M48watCYRG9wFKa7z7cfaeZ+BTkdCFOky5WwFU2Z4tyZ0T+PDlM3j6pwEWjObg1VAKNTVZgvgu0rUdHDSaLQo3Hns0IJnjWxi1qDKIR7yM+tx8/8sQG3lievLDBxfGEzYmyVBnW6sh4nCq0x4HzCuvjMZ97coNaLLW1uMpiRQiarpMiKYkQtReFSnOrMXezxBgJWRxkrxnavoU8xmS35nK1FrLIVPYTX3RNK61phcK14eHH13nNL7+XZ9+xwr/4zi++qmC25/u+5pn8xvsf4XVv/zj/4BufdwhneXOwvr71/YUF2212m4zHEDrQGOZuV1mh65Rqwfqu84HHNjo0KLcst9wxJ1ptg9J2AWN7Icbd8TGmTkJRSiqjADdJy7GS7HvEwqgRbl+tGFWGz19sOXdpTFTh4rijbVNFNUpgHAIqhsYavE9zsSGCzUn89UnHpAvEqDTOYgyY3DKc18BUlWWpqRjVlrOjmsYlD0YRoXGWQe0Y1nZq+2OMTL0q935GiWkVlsurCn3rns8Luf12ayZF2rQgvFpxqNlzKlWP68tB5gd3ovt6H14/bG7zv5L30LbPwS7PyeX2VCEFrjFEfNCpb25/zDQzG0FzAKs5gWUEVZkGX4KwOqiS+qIIvvPZ1F2JRGzu3rDWcmvjcD4yGFoGzrHZRloVPvX4Jp85v85nn7zEExubfO5cJG6krPTpq3sprxsRuKjwxPqER9cnXPKeysKgsQwrhwh5UZvaisndJ33w6vLrt5VkuDwhF/N7vK/sQkroxfx11t/WWUN1CNe0QqFwMCY+8H2/+l6sEV73XS9hZTC/ffUgPOO2Zb7pC+7mF9/5Cc4tUjcqbGM2oF3E2iTSdtAGWBuP527nbMWocTi7+O+qIeA1sCA2RlA28tzuIiIgec18oxGvYu1VuHJuioAWYB1oHJxaWmIzSFIe7TqMtWyMJ3SdB98BEY2pPTgtqJTKWCprMaKpkpvKqVyatEx8wIeINQZrLY01DCuH7e14gk4DSmcN1hpibrPrA46+vTDGvWcE+0F4Aaq8v36h11uj9AJTkFqH2xCJMe6rcbivchymMEo/11aqH9eP2fnBg15YT5o4Tt/C2ndB7PyMOZfEKmpnptZcMn2vps+TBiWibHaejXEHmgIma4TKWYaVweUKK5ISX8akcYI2pCDYxzx7by2nasupUU0bFddUxGAYb0zY6DrOb3bEOEFiZEOVcxdbBNjwsNHC56/vy3fFKODHEzbbDtGIjYqIw2oKUvukAaQujrbztD7S+q3roM3CXPUugWjf/dG/x02v4N63h1//p1woFHbhn/zHv+DDj1zkn37bi3nKmfn2L1fC93/NM9loA294x8OHut+TzILC5/btfMukhXacfF/n0fqW9dbT+vlJBRFASIr1bsHVWQwDq4z26MipRNAYqRd41R4FO+9LhevHTdFyDDAEhjVs+sClS2MuWQjqsCEgxtHUFZuq+EmH4nAY6sYxdNB6g3qPrS0xtwdOYlolq8ZUARCDkTT4LqRqDihKqhZMfKSpBINM3+wK+C7ic9Dg20hdWTofqJzFhzidje0D1hD76hAsD9x0AQ5pgWhz4GiMEPzWLK01+6tMzMYvWdB5znY6tQPqg+hF1bNSnb2+zM4PHvSVP2mX4NnXImiuxIZUBZzOm1uD6VvjI7Q+brOvslZouyRUZGDqKxs00MJ0BGGj9aimJE5lHcM6cmmjY6PtWGsDRpUoEAXacctEI+ubnnOXxkxE0C6wOmiwGhk6w3o3oWugsjAZw2RyfP4+E2DcKSsDy6lBTeMcPnjGxuFaz8rQMOk8kOyNUsYhpCRdH6DmZEJ/+bh8Hn/LZgf6a509Fr7HhcLNwPs+eY5//UcP8Tdfdi9f9/w7Dn3/z75jhb/+/Dv4+T96iFd/5dMPrJh8M1IvtvudogLOQVWBX7CSmMRUWZ0sCpSz9VqIkUXpxhgDXiH6xQn1ANvWv9eDvhNI9qkHU+5A15cbK7VxDbHAxgY8eWmTxy9tsLYRqVwSbhk4i2pqM9xsPetjT1UbjEJQg0gKTsdtx3rXYa0kq5/GoWowpKF4FMatZ+IDEx/YzH6TUdMLHbLK5qxVRbUtyFTaEBn7pJrc5SpZn+SRrPbZhkhEmXRxqkjcdmHGdidt72wKNHul0P3QVzn28qLtFZC3lEkP9vcoXFv6JIMzB/cUtjOVrpMQFPTqt9WOluWYVRJDnsXp21MVSSJOWYm3r/4NnKFCUJRJlz/fuZV53HrGPolF9TY9qoFJl5TSz2+0yYN23DGZeC5NAqpC28Hj6y1PbrRsrrf4fLM8vbrEqUHFHcur3HH6FHecGrC8kpJyx+UvUgPDIVR2gLUGJXCp9RhSp8skRLqQ56JzVrvL3Sf9e3acX+PWx2nmO8TIpEtqyf17fGf3x0l43xYKx53WR3701z/EnasDfuQbnnvNjvOaVzyTi2PPL//xJ67ZMU4Sw+HW9wt0l3DWgk9J3nnuGAAOg4jBLQgpQghcWG9ZH3s2JvPVkMUYKidUTjALqq+qaW18Jc4fu+2ry/fyRfjpmmH+Ma9m7VW4Om6qVNaFNVhZhs0AVlsqO8I6gxpHF2GJiIqgGmm7NCOn48jywOEqB6rUYnHWEmOksTYpmnappRejWLICMmRhkjQ3ayR9UCEtWK2kD2uMyoB+AZbsfiRXdgW5TAincoY6pNYPk8WgrBE0Kq1PBx7UNh8nLeThYAu8/bQGS34eRre+L9xYXM2i/qS2hzuTgtX+6Xkf82dVtz3n/ttJUCpiEomyhqpKAhnkz5bmG1ztTBrS19Q2O5l0tBFCjAwGltYbuqygPg6RgRi6NCLKSmNpfYUI3DJ01E4QAmY45Iwa7Ab4zjH2ns3Ww5PX/WW7IgTwLVjxRIFxgGWXVDOtzck87YWhLAHQqFPxvNnsfL9oEUgjH1m0Tli8aCiV2kLh6HjjOx7mLz53idd/1wOHNje7Gy9+6mle/qxbed3bH+K7v+z+K7ICupm4/Xb+f/beNMay9Lzv+z3vcpZ7by3TPT2c4VC0SNGkrFgSzVCxHC0mBVmyncBKrDjIggAWEsiJIiOI4DhIvuVTYCRAEiiRZDkxbAhWYsvI4ggKgkgWScnaLHmREyQwOZJIikNSw5np7lruPeddnnx4z7l1u7ru7WW6u6q7z//DVHXVqXvOnHvf9zzL//n/4fPl+10E8NUqEBVshFW3nU48bwSOcvm6BUmVeVsRk4LdnnrU1uCNw7vdmhklts3rGHcbxvGVXc+JMT9VHs0zY3rmXA6emw7tl4CQ4WQJx6tTCMKey7w4azDGUBthr6mZNRVN5Tk9DYQYWamSECojtN5RD1TgPFCHV30kxAhSVIZzVmJIWC2zYQLreVoz0oZTEY+JqZWuDcgAACAASURBVFj3GGuQYRavcRZnBquQoQMxKndCWSgzb2mdpfa2zAdmJQ4KrHpuHcm5LtvoxTgKqcTh+wdFURA1NJV7aLGeCROeNDYp/DCITRm5oyDjrKGyBjcwIsLQIQxrlVzKzK0V5rWj9g5rLYuqFK4qa7jdBU6WgZNVSWz3a8e8rdifVRhrSMZQG3h5UbGoPYdzXwToEE5C5gtHiS/eOuXN2ycsQ+C474kpcXyrjE88DaiBtvbcXgWWq4BmxXpLW9VUzhSRPVvej7pyOBnZJOXv176yItRDcOOswW90ZHeNRMRY9AbCFjGwCRMmPD7cPO354b/7aT72oRt852OgGp/HD3zsA3zluOOnfv3zj/1cTzve2iiKdjuOMw6cB1OBq7YXJFYhUVvHKmxXe9pfzNh3ltrCjfn2goM1gh80KXbFlWaImXcV33POrGJiFdMwBrjltcZnDruT0VGf5lkt+D/teK46tOPHOSY4SR030wIbeqwIK3FkjbRNg0ZFGyk2M8bgRegzzKzBiHB72SNWaLxjv/bEoaLjRbi56svsK0pbeVpfujhiij8tAl3KVLAWdBrn+kQKzYJY5m4LxW5QVt7wTrRDRWo9wzoE5SoCO6pLd/h5qlKukrXlz4MmpROdYsLThHHuezOpdaZY8Jzvztqh+htjQilWWzp0dmtnqL0lJEuIZR4op8Qby8Aq9HhrC0W2aEFhKfM+VsuMUestt097VllhXnHQVuScOT4N3DpRQuxBHLdOV6y6wNHyiLePMyEXtcmnpfcggNWAUSGpsErKQW3IUn5rDes55khGs6IyqFcONO9xJnYT47zzrn1upIaN4x0TJkx4sviRT7zGURcfK9V4E9/8/mt85L2H/Ngnf4t/7Z977z07d88zNkWhjnYcN/c1Ek6whp3iS8tl5vYy0O6wYlp1PU1lcL4i6vanWMqjhZsh54y124+9186es9INmjPGC9tS8lI8vQ9mosjWIuqEy8dzs+Iryv9sAAyRmB10ERXDMmZurxLHsVRfait453ihrXn1hTkiBmuEkBOaE86VgKq1grWGxhkaK8SUWPWx2PwMdMOC0gkNw9ypGehyhqHKNFpUDBgVOp0x69nXi2ZgN39Se4vhLEC8CDrSg4fv111fHiyZHRODScFtwtOErGO3Na397cakaZyZhbO1kbJSOYu3hda69jQ1pUiVc1lQMSWO+8BJH4i5JG97TY21QoqR0z6x6iJJoa3coJguqDO8dRw4Wva8cWvFV26f8ubRMcbCrFKMZqJASPD2KXzhKyXZ2xWAXCXUA6U6GsutkxVWtRTdUpmDNSirLnAaIstV5DRGliGRUr5n0LBtv9pUkDfCWg9gYpBMmPDk8Ltvn/LX/t7v8L0feQ9/4JX9J3JOEeEHv+MDfOHmkr/zj15/Iud8FrCLCN5lSBaSwGq1vZfbthXzxtO229WmBOUrx4E3j3uW/Xb6ckyZLma6e9j2jDov9xIj7UNk2QVU71PaecJTi+cmofVAT2lJN85yY1Eh1vL28YqjZSRqghDIMbAahGCWORVFYSlKm6s+cruPgDKvPc6WEXgxReBkNVDbRApF2drB4mfsrA4BlremUCW2VBCNMTTe3kGFPE8PVh06GDIG2uV8MRXBmvMUu1EAZ92hRddJtXvASuY4iJ/1bguUbZgS4AlPGvmc7ZDmzc//hjjUHZ/nMj+/CmlQMyzr1Yisk9ycFWMMMaXSaQ09J8tA7CMYmFd2oMgqWIvkzFHfc7LsuX2yJKUijBT6SIiB05y5verIZDQLsY8IwmJWY3Ng1WVUYBXK6MTTglWGt3uwlP00iXLzqOPmKvDW8ZKjYT7LiNDFePaePARbBMZCWx7GO0pBsHJm6tBOmPCE8d/9/GsA/NAf++ATPe/HP/QSX/vyHj/yic9M8cYObOaKu9x7++UpIUAXwLnthM7DRpjXhsNdM7RZcRaMAd2RejgrJLl7XO4i3NPmMibiIKAf4vR5eNbx3CS0M6C2ZY62rmtmbU3lKhonzGcVe03NKma+fNRztIrcOu046SJJBWfAOjNU+g2GQlX03pAoi8oMJluz2jNvKqrKUVmzttEZPWhrXzo+96LDFCugs8Wc8qhgPKixrQPrsuiNkWInFBMZvWte4I6lvEHJe5glvrnF3E/cuemJer8J8ISnAzmXQss7eV/HYs2jnHWMqVjsxI3rsrb4mbpBpG2EbFxDFxKnMRZ7noE9UZSPWdtrpVxE4LphXKhLpZN7uNfy4rxlFRNvn6zIqRSxliER+9J9DFE46XpOQsI6qGtHjMqqixwdR2LqyNHy5VvHvH2747jLJIEF0FC+Pi3Iw38kQe0cqz5xGiKnp0uWXRzGHcqxs9pRmaI47x9C0CXEUtVPyiCUd382ZQ+KsaAxYcKEi/GFm0v+9m98nn/1m97Duw+f7MT/2KV97Y0Tfvo3py7tNtzvYzYbA6mIf4a4fT62bTyL1tHuEP5y1lB5hzOWZscWr6rUIjutfWBgW43OIdvO6SyNL3F35Z+bdOe5xROfoRWRrwZ+Ffh/gV5Vv0tE/iPge4DPAn9WVbdrej8kIjBr4cYe1N4RQoI5NHgqo2jOnHRAVLyFF+dNoQymhJVS6bFSAqdZW+F9uXXWCCg47/BGOO0yYhQ/8P5rZzDmbOZr7LLGPpTAegi6LvJxNXK28RhbZv02zWE352pHaxFrZJj1O2djQaleiEiZuR0mih+mE2KMIBtWQvfCHZ6oU7PkmcLoAZc2PosPimHUcf394/qMlNnZs+83E5O+T3QplVl0BSOKGZLaMgs7+NdSOrpCsSGonCHmorhYGVu6rENSBcpe5UAzR72hW/XU1pJFMNYSE8yMkkKPrRvmUUk2s8odt5eJo37JKnRkEfBKOwdOoVc4eTy36JHCApUATmkqpbIWg2KdZ9a44sedIglL0/i1N/CYh46jDXA2SpFVh8Li2fsArL29RwbM46AYj+cv/5g0BCZMuAg/8vOfAeDf+9gHLuX8f/IPvsLXvvwZ/uuf/TT/wte/8sAMtOcBm7Y9uyjHMUcSkBLEuL2Xe9wlvnKrZ15vfzVrLQeNI9WlkLsN4/NzLDRvw2izIzveX2sNc+9JWakn5etnHpe10v8vVf3YkMzeAD6uqt8K/CbwLz2OE0Zg5qDxQmsMzpYgdNY69hYtWeA0JBgEklClNoamtiSKenBAmdUWzCCqNPjz+IHWZqylHUpPKWWqIZkt1MdyHUrp8MRzvlcXFf1H8ZoRblB1M4P6qhHWasVCCbAab2mcwW0M549048yZIbQzBmseno53P3SQzWNHX65plu3Zgpz7+lCvIWez3Y/q4zF66bqNz/coFhRzYTCkwde0C4kuD909oBkUvHUoYAEYShd2/Bz3KTOvHa23zGuPt5aoihND4x3WWw7mFSc5cxqU4y5ROcesscycxWkpah33kdoJOS3JAnuVJQ4m9fQBJ8JLc8+8gUULVp8eJb85MJ9XaLYcrzLWlf1sXjnaqsKIIYsp3fnh/egH9snoMVjKAneOTIw+gCnnoaByNi/rntC87LSNTZhwN16/ueRv/frn+TMf/SpefcLd2RHGCP/hH/sgv/2VE/6Xf/iFS7mGq47N/WtX92jmWuYN1DVU1fb52DeOAich88bRDn9ZEfqodKuI7vJ7HdiJ9wpNNZeYdhe1POdMFhArxS5owjONy4qNPi4ivwD8z8A/BT4x/PxngX8D+KnzfyAi3w98P8B73/vehzqpKtRtQ+MdXUysVoHrtSVqBjEsTMIYcCIsU2Yvy2B6CGb0O1xTIbSor20IJI3VpC5lVDNBM23lMUNgbGT0ji2VBDvMwDIEauukV8+q/2HwyTTmrOtqh5nZQrUoybKzZuiabnRsh+T1omX8pLsLUyL7bMJZ845924odi+ysxo6/e5Aiyn2IFgKDv2w2WFHaypFS4rSLGIS2Ki3jolwuVO6MURFySZqtws1VRxcixjkWleWwrdGUSlKmis2JyldU3iA2s4pKl3q6lSECe3UD0tGvIgioEfYXc4xYqirR95E3NZModjhPA7KAiMO4Uhg0AlhLykpIiYO24qRPNK7sqHFjJMH6Qf14sC4z1pDTkNAOSa/I4OftLFbAb9g85GFE41HOzz4oM2XChOcNP/qJMjv7Ax/7mku9ju/6unfx9a8e8N/83Kf5ng+/WnzCJ6yRNtjDu+7M/syBgdrDfLG39ThDJGmiPM0uRtcFQs6oLdZ026BaCpz40hDaBmsFTWXm9p3ivAPCvY6d9v+rictY5V8EPgh8HPhO4KPA7eF3t4AXLvojVf1xVf2oqn70xo0bD3zSAwrlOGlkFTNNVWOMp8uGmKCtLItFy8uLhmVSTsM4T5eK8rEzXGsrKmvXgfIqJJZdpOsDJ11gFRI5j9ImZt1JWHWRPiVCymSFylvaytF4S+UtDEnnOBs7/p1udCQ0b19E48/HrmkcqHFj5WpMnK2cqblOvowTHhUexea+2T29SNBs2+8eBCKCGV5vTIasFEueeeXYbz3eFvsrYws1X2VQLw+R49CzGuY0C73fEGImpMTRquwBp6uOmBIxKadd4nTZcxoSlbdYyXQ58+YycbRSMA6NPX0ownO1q5Ha00VDjj1dLsWzEIUeOL0NmKLY/jRAKrg+r3npsOXleY2zhtng8dt6hyDUzg6qz0XEyRlBsxbf30GbQBVWfQmUrJxpBoxMlZTLLNWaDZzzsNc+GiG6fM4HfApmJky4G1+8teRv/v3P86/8s+/hPS/MLvVaRIQf+q4P8rtvL/mp35h8ac9jU99pVx+9z+A9iIHlcrX1uMOZo62Ew9n2Hpn35RnbOmFvBzXZGFPcAIzZ+bzPWelT2rnHm8F20wzWe1tfa2ADZd0dY4yCkf0Ov90Jl4cnntCqaqeqJ6oagZ8GPgOMuu77wM3HcV4BjAefDcvYQ06k3BcxkT4Ro+INrGKhEhpVYk6s+sQyRMTAaRfoQiQM6scxJhLK6XBMlxKalUXlmHlHNfhoQVFYywyesmuRpLNr2/y6ca8QKd2gi2x7tpk8XxRujR3ZtTjTjjhvM4C7X6hOYikTHh6bz5DzH6N7farOf15H65Z4Ea1pSIbGo8d1YYwM1eCypioRWm9wqjgETGFpjGyMGBJ5sAC6dbrCO8GIwaqU6ndOdCkStRS0Qip7y+3jnreOVqxiJOeMuIpKwFZlXKAVQUzGGcfMCSFGbt5eYlVo5uXeeJ4OcSg7+Am+UAkv7rfUxhCyoK7c65SVNGgKOGeprCkWZs5QiCt6h6fsso+knNcFunKsJQ5iYmlQqd4sCr5TjK/7qF5vwoRnFT/6idfIqvzAJc3OnsfHPniDj7z3kB/+uc+wmhKQO7C30Wx9ecdxMSnWg23Ayfb973gFuS9ft8E5S1M5Fm1NtaOrWllDpNAYdxUPVzERYma1Q6xKVcnD4Mqu/ft+S5RxaDLFqSF0JfHEE1oR2eQtfAslof2jw7+/E/iVx3HemYccIFhDVENlDN4JOWUqK1ReSAorlWIlYQ0xRJarQEiRZRe5eRo46SM3TzqS6tCtUSojzHzp3IacizG0gboq1jwJBhueYtczBtGjT62zZugU2UKhE0FQkg6zY0lRuXtWYOxUnMf4eufFEDb3hm0LeJxVSw+YoI5B5IVJxIQJ98DYcTMXFGh2+YlelHCMwj3K3aIS41+Xrm+x6OlCIg5dwS4kuphxAzX2NGUisPCevdoV0TXAecuqjyxD4KRPxGHWtqldeYBag6OY0c8rh2rZZ0JIxJRZhsyichhJHIeEiYmm8jRNxfW25mBWUXmQQWgqkKhreGEfZvOi2n6VUQPXX4QuGY565WYXWUXImrEqiJb7H1UJWekGOzRvhdpbci7v1SiEl/VsfCLnIh41CkiNivAji2Wc2b+o2LeJkWY2sVUmTHhn+NKtFf/Tr5Xu7Fdduxq7k4jwF777Q3zp9oqf+OXPXvblXClcv96sv39px9tVEwgriEtomu293FUfOerjmklzEXJWbq8Ct057ljsKDF1S+j4SQlw3hC5CzJk+xZ1xas6ZVcx0Ka+f0Rdh9Jm/l6CgpTCG/CQIeCVxGZTjbxOR3xCRXwJeV9VfBT4lIr8IfBj4Xx/LWaWobuZ+SQ6JZewIvaIWDlrLy4cLRBQniqeIs1jn8F6orcM5i/NmmJ4VYi7c/dY5Zm1VfGmNoUuJ4xAJg9CJEaF1ZqAclsWAMtCCzzqbWUu3QhnFcc5UWGVYPOe9aHdh24ysYfDDnRbkhCuG0eLqPMa5lvudh7RG1iJTWe/0qhsfXONrxSGxSlkJMdGnzCqWB3MYfh7zSGc1GAaKa0wDfV/wvnRna29AwEhJthaLlncdzDnYr3jlYE7l68L+MBmNkS5lqsaz3zhUPSkmrLU03rG3v6CtGoqEusOJoa5LoSzEdybC9SRQA7GDGCO3l5GTLrDsV+SYQEcRKEDLfU+qLGPprnYhEXLmuA/0KWMMVKa8r3mQNt60AHN23JcLinCXuYNidpEPdhr23bhjP73f5HjChOcZP/bJ0p399z9+NbqzI/75r3mRb//gDf7bn/8Mt5aP3DzjqcVmEU92iP+epNLgUQsn3fb2q2rGOovq9qRxuQrcPOp4e9lzstr+XpyuIjFmTleJGLcnyHbw7tiVxGzu33KP/ft+RkmMlTKPPY2dXEk8cVEoVf0Z4GfO/ewvAX/pcZ63qopU+aJusN6S1RAi9FER52iMcG0xw7myulexx4ulsXZNcTuoPTEDBrImyHYQtDGDCJNBc6EZ9gL7bVWCcWtJGXBCGmjEow+t6pn1SUh53VU1DLRIEdzQodrk+MtD2EaMgZvoWSWj0PrupF4Ojj4P9PrOlPncKeab8CRRHliFGqUoeVgXzhYhp7FbK3rnrLk1oEnXXd+clcoKWYsIUYyZxjqUhBsE4cZikgCignOGVg1ZKiQrR33EJgWra8aFEcN1Ae+ELmRm1YwuK/MqM6tL53bPOY5DJsaEaOZ2TGXIyTuyZHIMnHaZWQ1HtiSKy0u85/eDDMwaWLRCU1lWfWYx99S1JSLU455myuzsKiYqC9kM4xmqCGYoAkrxAae8Z+OeZS2DL/jYmS0FDGvkjnhjTFyBe+6b4/u7ecz42hMmTLgbX7694id/7XP86Y+8emW6s5v4i9/9If7FH/5F/vInX+Mv/vGvvezLuRK4datbf//W0fbjgnakAKcKse+2HnftoCbE8nUbnBN8ZZCUMTsox/PGctpbrAXntqco1hgax07hKGMMTgrD0T8C8aixcDo9Dq4mnhYHiHeMUsuBPikHbc28rpm3NY23xJh5/a0jXjxoOWgc3llW0dH1GeeFPikYZV5VmJSJaaj2e6ELpYIkUux76mSpKEH2eq70HPXXDsnfGDhpZu2hOF6rcKbQaY3c0bEdz/dOoRvdCc1n53uY7u2DqMreLx5U2XbC84lCRS3rUoCmcmc/H+nHAxuiqIwXdoSzBqtKFwq/NWTFCSQxqIHTEKmdLdT/WISekJIc9THSZy0+0wrRwJ4YKlvmQ+2gSi5ADyxDYuYtIsoLs5aYI7Oqoq0Nv3d7het6bp0EVlERIxwdHXH7dMXxskfEMKsNyxhJGaoG7I5ZpasASxGIF/Xs1RXeGZy1nKwClbXcTMUCbeaLCnxti08hCHVVChQ+5eHvDElHr21K0UKUlAf1dyNY1UGBvmAcnRDu9OTe3EpGb9uxt7uZ+E4+sxMm3B9+7JOvkbLygx///Zd9KRfiD756wPd8+N381b/323zft7yPG3tPi078k8EuT/PD2SGHh1+m8SB2+317ZTFHs/DKYntBo/Kea21DSIn9ZrsoVO0sM2/LWMmOhNYbIWbZSf/NOZMZ5l6T4t3uEZR7xZqPwtVhwuPDc5HQHgBE8FXpBjTiOZy3vHRQM6sst1eRpGUOZOarkuQZQ1NZVEBDLHN2PmGM4L0ZZuLMOmhWQFPGuTJ7Z6zcWTkqujJrWtwmfc0awSjI+cWSz3xj4cw24mEXkxssg56GtTgGpADuHuIAEybooFJohsKPGWjFRsfCTS5rNW/M2A5rSUwpTGXKQ1K1VHRVB+ur0a5LFM2ZPmeOTntUhBSFWVPROIv4Mu+e0ZJci9CHQJ8TISg3Q5mvP5w7FIfkzPEqQoycxgzOYcn0XaZfrgh9pvI1TpTKC2+fnhBjIhbtKt6+wm1aCxzMhLrxzGcezULlDQfzmrryZFUqa0k5451dv3cjTbwIdxVdA0cpluXNxFOG2eqUC6FEzjyHVfWOOWoRMDqyW+7utiaFnPLWxHfChAkX4/dur/jJX/0c//IfepX3Xr963dkRf/47PsD/9o9e5+/849f5t7/1fZd9OZeOvT3P6EC73YwHXt1reXm/ovUNLx1uP7LTwnTsdugRGCMsGkdSQ11tT2j7GDlNGZuVF1LamtTqwMTaRQsc44J7oSgmZwSo/Q4ONlMsepXxXCS0FjAzuHkE776mZEmsQo+1M9q64jgoJmeMMYg1GCd0qwjG0DphVru1B60xhpQy3lpUofVF5KkEWSWxzSkjOiShnAXaY4KWst7lnbVJh4SzbtJ5vFO/zzuEoWTsJF+9bsTmJvS0JOETLg/eCpIv/oyPdlhGuIvqNDIhnDFrloQzhi4EvLNU1lJ7S4gZcULfB056WGkuKr7GFT7z0K2NVooaehfpcybFVESPYiTGYW4+u2GGNHP7NLJMZWZISHRROV0uybbG+B6PsmgclbFENRx3N6kc2Bre/gJ8+cne5gfCMii1NXiBprUkNQiWyhmUcp+rYcJhvf8ZwQJxsExTQLPiXHl/Uigqx2KKIFRKZ2qYOes4LbHed9d6BJRNJKliNghjedAlEBFqJ1jkjiLihAkTtuMvf+q3iFn5wSs2O3seH3hpj697ZZ+f/s0poQXo+7MZ1h25JfO6Ya9paJ3HV9sN41JU+lUg+e0pRUqJoy4Qs3LQRuZburR9LEKAiuwUhZKxWrkjY7XWUFHi6V1+tXGDnZOHXGDC04fnIqGtgeURXJ+VmasKQ4rKWycdKBxWjl6VuTeoJpZ9CXK6ZY+2nlnjEQQVqJzhKCTEFE9LZwsdeO0bOySHCaBPtI07C7aGztFFSq2bFOQ4iEMZubOTO77+owy4rup8mB1mec/Ps02YcBHS0G09r4Q8Mh6sDPMvg/iaM8UeBsqD0TeelAolYpUDzloMZ7Pr1hV6ahgoqjPvSLmMGeSsiBNc5cixVHlPukgXE4pAimXMwEBtLN55lmHJ7ZMVt7uMZiFq4rTrESMsFi1h1XHjoOHt2x1Yy4qIaqT1Nd2qKzPAl3Cf7xcVoFL2x8o5mspTOcOi9cwqj3eW0z5yuwtr9XcnEDJ0KZNiJlH2wFVMuCHgKPuiwY2aAqLEmKmtwThzNpYhd1LRts0+nVc4nvaaCRPuD28cdfyNX/0s3/Phd/PVL84v+3Luie/42pf40U++xkkXmdfPRei7FZtaS7sMjY76RMywComTbvsM7clyyc1lZOa204ZijPQhkXLmdJW5tqXh69djO7KTclx7i4mZyu9OPs+7fVwEI2fFz6mY+fTiuShD1FJEobBQW0ddJDORrHQpcxIiOSWss1hjqYzhpI/0KXEaEiGmIhYjJYoUKQJOgmKMWZsyGxEqa8iU3yfKjGrOxd7HDCqd+Zyn4Ti7lTZocnB3sJUeob/i0wBrLrYlmjBhE5vr5C6bHpG1hZV3hn6gqKaN48YHmLXlIdrUnnHURof5m5SVmFIxareG2lmuzTy181gxiBFCTEWgCKWuHd5bWmdxzmCtofWevVlFVQnLkFhGaBrHorVIynjnWXUwd/D7buzzQlNzbb/FGMVHZbXqy55jYXmF6cYACwtNXRNSglymmIwRVIp4XoyZk1W/VpVehri2WSrvVykYGobAxZS52bIf6Fr1Oo9MFjl7ry+yfnLWFPXju/QMzPp3UyAzYcL948c/9Rp9zPz577ias7Pn8U3vu0bKyj/43NuXfSmXjuvX98++31GLqK3FYql9sbrchtOuFIpPu12UYzO4bBiqavte29Sea/OGF2a7Z51FZChKv/N92w3P9Nrttu2ZcLXxXJSpmgauHcLvu3bIiwd7tJXl2tzRNoaYEl0GZx3LLtJWlrqusAh147BiCFFRUeaDimblLLUI9aCIPM5sCYUy502ZsbUbG0DOegc7IqsOsuOsX0MVoub1TK6/j8rShAnPO3TDmqdyd6+ZzaKIEblDgO3sNXRDBVzx1hJTJmRFhorVsk/EnLHW0FQOI1KoyIBQWBb94DFbW6Fqisr5aSesUsR7w+GsYtlHvC3dSo9ysGipK8ObRx0pZGZ1w+Gs4nafmWE47iPHOVD7itD1eIoI8vU5/N4uRY9LwgxYzOCgqVi0LUkFSUpbVVTGghQ2i3cWk5SQE0Lx9V7UnpwzASnUalO6rs7ZQcW4JLzje2rHYsSw1+4qgF0UqBgjd1CQJ0yYcG985bjjJ37ls3zPh1/lfU9BdxbgI+89RAT+4edu8m2//8ZlX86loq5r9oAVcPDSjuOqUgQ01tLs4CbvLSpWZPbm22nJ1jqa2tJFpd1BTTZy9hy/V3L5KFs7l9E8uUhVf8LD45lPaAVwAu/arzlceOrG0TSWqq5QDJozvrY0lWPWeLx1nC5DoRmLEoKiVjCiWDFYKyBm3UUYYUQG2oKulTmNlA9qVsprxTzM296ZrDpr6EMqnd+c176K59eyfYpEnSZMeFJYd+m2QDdYDZUVwNx1/GZjVwebnhRLMpuSYK0prAtVrGSa2pcilbcYLZYEWSF0oRi0O8dBW3Gy6ulCQIJQiWEZEknzYPUlvLRX8e5re9zYa/jN7k1OTju6PnDUQUxw3EUab2icJ9Zw1HUYL8xUOVnBAjh+DPf0nUAoFmmRTAg9ahd4Z6kHix5rDClFYip+vqVza6itKSMczlFtzLbuCm7uJeAxYcKER4///ZcbpAAAIABJREFU/hd+mz5mfvA7rvbs7Cb2Gs+rhy2f/r2rtmM+eVhbhPgSrG0aL0KIBhHFqHLSBV7cctxLi5qYMy/tUJBWzaRYhBVXfWRvdnHya42QUmFM7UpoVbWI+T2Cxs+mKv79UJQfBe6wk3sHYq8TzvDMtwAboG0gSyT1CUuk9p6QM5qVuiqB58sHDc4bnBPa2lFZwypC44u8yLzyeCfrOT2Gbi1QZl5zpguJkMsHFblzn8gKcfCQHelym/TIcfGuxVG4+wMuG52J0RNzwoTnHdbI2p7loofCqHQ4PDrWa0iHpCmNs+0MM9tSjiwd20EMjqJcHlIiDedx1uBN8UgVLeJFFoN1xbanKCIrcRAlOu06jpYdqsoLbcX1vYa68pysVhyvAsYajHOoKKu+zOA6Mpbi4XpYC4fzipQrUipWN1exItkCfQAjli4oXR8QyVhrCTFxvAp0IZNToosJI+A0D/coEmIqBYahmz6KeuVpv5sw4dJxtAr8jV/5LH/i61/ha24sLvtyHggfeGnBZ6aEluVySaLEqKsdt0OK0iIZt1aRvwiVt7zQ1lQ7CowhRLqhiNnvEHvqQ2aVMid9JKXtE759zCxDoo87MvL7hG58PT+2NOHpwVWMhx4pFkBUyMnz+lHHKkFQy1dfm7HXeMQKi7YiRGgrV+wlLORk2GuK8EhtzHoxe2sIQ6qaVem6RJ8SFNmoNfV4k8ZmjRDCQDEWIY1BtJQg3A2ze0a5r1mucWZXVYvdz1TZmfAcQ86xJe7+/aCIyJ3shpR1vY40FRryqFhuJNF6W9aWKmIsC++JSTHAsgtUvqifG4FlyGfJ2bBf9KkoKzZWyBZiKorLjVTst56TPhFyInTCaZ/w1jCv3ZC4CVkEjLDwNS+1FV9B6BVSOOU0dpymkjzefIz39kFhKTYQTQWtFarK04Ui8vTW8QrIWOcwooQkZCke2OKL3VnRJ1C6EDHmzCtWUdQYqkGH4LKViCcvwgnPK/7HX/scR13kz337+y/7Uh4YH7ix4Jdfe3Mt0Pm8YlTxNcB8R02irSuayjNzUPvtdOIsYKwh77ilzjmsBRl0KLa+1n3qxKScESOkHckxMDw/uEtXYRNGNmz8ntC+bs3ozDDF8I8Kz3xCawEPdKljVu1ha8de5TG2UNlSLnNxMUFdW5Yp0WJIKJUraWnjHdbZYhFBLh9+IMTMKpYKkkHX9Ldq8FVcW0YMvrRWSqJrbFEyzoNFxBgc3e+HWja+3u/fXIUgcMKEy8C2hHe00goxl0KUgDdFPGr0QnUia0qTAvPKsewjiTwIxcnwOkWSu8x0KilD1oEyaz25Fm6erACYeUPtHAosk7DsAqAczj1WEl85TqwGZWRV6DKc3FpinOGgrVmtAtfaiqNljxeoFbbrTz5ZzAHjYV5DXTkqK3hnWaoQukjOiT51HDSeeV1RNzWtN1ixJB3t0BREiRkqJ2u2iwhrBXi0qGFeBsZrEPSJ0dMmTLgK6GPmr/7i7/DN77/GN7zn8LIv54HxNS8t6GLm9VtL3vPC1fXNfdyYz+fs8TYWaNodBwrMKsGJGRT+L8Z+7dFcvm6H4aBtybp7htZZwaZhjG+HEFU9FEF3Jaq6IbZK3p7U3qso/jgxjRE+OjzzCe0MaBawqBpu7NXsOUfrlIO2oa4cKRlunfbMK0/XB1KGgNBUltb7oeNSfBFVBC/gTQnSUlYqW3xpZ5XFueJNO3Lx7RgIq7Lsi1LyXm0BWdMkKRaWPMhaelAhk6sQBE6Y8CSx+Zk35m7VWyg/F4VsBnEnBWd0TTkaFXABUsoYAxbBO1P8qLOuac4z74Z50CI0d7wMa2VfxJJzWj/EvbPMG4+1Bl12HCNl7rbyuJQ5SRGWSkg93hpun65AE8vsSRmuz2r25h7Nt+iOe+QUvqAQ7/o/fPI45MzXcNUlbnWBvcYTU0VVK1alKFo5h3HC3FsypVNrxNAMQUrMGTeoFY+Fh/Pv4FjFP29tNop7PS7l4omQNuF5xf/+j1/nS7dX/Off+/WXfSkPhVcPS/b2xVur5zqhzTmzqMF1YGV7EuqdofJl3G4XnbhtPEHL162v5Q1NVfzEd8WheahejuypbXt4W7l7JrSbuGqR7zRD++jxzCe0zkEz+D+kJOxfm3GwN8eIchoTokNiaZSUS+cUKXYdjTf0MdOn0nFRUYhKNVSh/CDeZL0hI8R8FnRtLkZVJVPmakOCti5B8jiInlV3Vo8mTJhw/xhVwkeLLCcGyRcrCcqQNFXGDIms0MfSWQ0bFGLvDJIFiRlXSSlubdjAGG/LOEJWQkqYQcioi5nWgapgbaHXhljm7UUzIpbW9PQqrLpANgaNCWMN19uGm8cR7ytOTpas+iWLylHXFfteON0P/I7tES2+r1choW0M1DX4ylI5j8cQsuAMpFzEs661DY2zzCqLsRZSGgITM6gfG0yWDV/AwmwZ90u0UMTWwcDGe5uzrsc5VB+Px7YdZnun/XrC8wRV5a/8wm/xoXft8bEPPp0qwa8cNAC8fvOK+549ZjjnhhE38DvUixdNxcI72trh7faENqaiGRF3mNqqKrUvzCSR7Z1XMYLN95fg3esYkfLsuZ9jJzz9eKYT2gqY70FdeyrrqJwh5iJGYsTTeIvmTMah4mi9JdoiAtV6h+YSNPWpdG1aZ6mdPQtijVAZS0p5sO4pisqqg/KqWKyAcxYXUuHxb1DUBnZi+f4x3odxDm1azxOeB8igOK7cX9LhbOnEjl3dlIFBiViG5KXMxYKrykM95wxi7qggZ8o6rowBD32ILHyZ8XHOklKiasqe0KVEzpBSKoqTMRZv1pBwHio1NN5xuOdoq8ixt7x1ukSx1HVmb9bAW7eYz+CN22WWdsnldw874NDDovEczh3z2nI4d0TAK1TOYa3BuWIFkbMSVci5+HonLcrS4/s2vidjEgnAqB4/2ixtvMV5EN5LCo9LAHmy+pnwPOKT//QN/r8vHfFf/plvfGqTg1c2OrTPM6y11DWoG4VPL8ZpH+kUYhcJIWw9rguR4z7idiS9IoLmsjfLDh9agxJTeQbs+pyNTBxV7qGhce/P6qYTwpMaI5lmaB89numEtgcO5nB95qmsoWkc1+YNe20Rd3Em47xl7iwGoa4se9YUWx5TOq5WDM5kKmupvRsq/2dB7BhwhWEBsrbvGfwuByrBovFFxMlsJrRPrnr0PAsgTHj+UJTE7Zo+rMq6czeyJsYHopWNTp4W0SeMKTJvgz90kjuTYx1+lwcaf1aIMSNSurzOCMk5amvoQsIYJXtHzpGbywhkam+wzlNbQ0xKzonYAQmsLftIW1usZGpf0c5r+tWSVci8fRI4WiUSUDu4GS8/mQVwthQSbyz2+OoXD6hrhzeWhS8+hjkpdphVFsq+NFbsRzEQI4qhdMj7mPHOoHJGPR5p3hftneMs1Ka+wPgZeFqChjFRn/bsCVcJP/6p3+Ll/YY/9Y3vvuxLeWgsasde4/jic96hreuaykPI0NrtYk+rZeB01VMZOZtFvQBihEoEucc8axdL8yfEdKFnPEBm2MNlN+V4ox/0jjEKrY7X+aSeFdMe/2hxaQmtiPwQ8KdV9VtF5L8CPgr8A1X9Dx7VOWaANYBUHCwWvHK4R1UZaifUzmOdRSkKnNnaEpw6R+UsXUyIKYvGO4ezZj0fm3OhvMHZIpAh0Cq2POauma9tok+XFWRdhu/WhAlPGmPymvTOau6dvrNnSogK64fyOOOOubM4tfm6a+uflAk5E1OmsoW2nFTJZqDbYnBAFkN0St+XmVErhaKcNXNzmZCceKGtsN7ReEsfE4etZ9UlZLlCXcWyX9KvApKVxVy4eVNpIxw9udu6FQJgoWkHH24VgoJoxhuoG4+IIQ6tcCNCNRQRN4MTVSVkJQN9SMyb0i3f7Ixu7p0xFaXL817ddxYurn4AsaZVA2yhyU+Y8KTxT373Fr/02pv8J3/ia7cmIk8L3n3Q8vpz3qE1xjBrAA9ttb2rOmsqru/PcMLO7mvrDNE52h2fjVGtHrnT9/2u42LiuI8YhGbH6xW/WsU+Al2YhxFanXD1cCk7k4jUwDcO338EmKvqtwGViHzTozpPAk4SVL5Q37qU6HodzKKBHFGFYApdUCkKxc5KSUqH4fSRehhzJqRMiImUB2VULYIx1hZhmaQlABtvbMxnVIaczwRnLhsjfW/y3ZrwrGPzAaU62F3d4TtbflfWJ+ufC5AUQsrFumej46eqxGEWtk+ZfkiopPCHsEaYOcvxKnBrGYgxUVnDvKoQA84ZnDHkWDxnv3JrhZIRA7OmZq/1zJuKRVtRGYsI9LHY2eRUzl1mTZX5IdRcDdELNYCF/jSx6pVohqqpdczbmqbypWDYBW53ofjLAk1l8a5Qv8cOrFCClsqVQCqmvE5cN7FZjMi6ncI17XITJjwc/vKnXmNRO/71P/zey76Ud4yX9mt+7+iq6MJfHqrKUlsQt71D+96XFnzVtYavvt4wn22XQ7YiOGcGlf+LYYwZ2DOy09NWjaG25p6Fk5QVFe7L4udeMEbw1kzNnaccl/Xu/TvAXx++/yPAzw7f/yzwzRf9gYh8v4j8uoj8+htvvHFfJ1kAlUDjBuEXJzgHmcED1lr6mFl1sXgmGiGlxEkXUc1r/8p1Fxali4lViISYB7qxDnOxAgJ9TERVwqiyyhk/Pw3dgquQQJohYDQbneNRUOUqXN+ECY8S3pqy2QnrNTjOzo4zt3CWDDlr1t51Zaq+JFQ5K30oIkZdTJz2gVU/yDENauXOGCpnWYbIMkaWXeDWac8yRipveWlvxrVFS+UsediBrS1KyftNTV2VH1am2BaosWSByjoSgliDaWteemHBi4sFBxXs7cMLT/aW3oV9YOZhv4LjkDlNgZBK4t26MoPsxYDq+v875Ywd52FV78g6G180C0YbpTFpHQsKKeuZHdnwNznnO4qIIoId6MpPg4iTMSXYs4Mn8oQJl43Pv3XKz/yTL/Jv/uH3sr9DxfZpwfV5xVsnz3dCa4whayJmkLhdTtAZy41ZxQvz9h5CTiUBlR02OyLQhcxyYCRtgx8e1Ibdtj0xlzg73iOhHQuhU1z77OOJJ7Qi4oE/qqp/d/jRIXB7+P4WW+IyVf1xVf2oqn70xo37U9jbs/DqQcNLhzPaeU3tHHuVZVFbxDgUwQJz7ws9UITjkIrfYS6zdGWWbbTZMVgxRcRlmMdDSsDrrKF2dh2IiAyWIPluu4l3gvwIqlEwBE7WrIO8kZZ5v6bWEyY8dbhH9VjOUaFGay1FSMPDs4uJPishRpQyjmBEMIM9kHO2WPBYixPBG0sy0FQOb4pqujNCWzlmlaX1lnlb8fLhjBfnFZUzLPtECJE+J/ouEGMEhKZx1KLMKkcrmZwE6wVXG1oLr9SP+wbuxh5w4wAW7QxrhcZ79uuKvcpijKUylqZ2WGtpnaM2ZabNiNCnTBczfUrDWIeuFajHbi2cUcJGy4PxWBgeZufmZmG7bdNVhUzJ7IQrhP/hF38ba4Tv+5b3XfalPBJcm9e8ddxf9mVcKlSVtm3Zay3Oby9S3Dzt+Mpp5I3jnhC23zMnhaHodjxj+z4QU0aysux3zeMaWm9pdlChx/+HezVgzrN3JjzbuIwZ2n8L+MmNf9+kFPcZvt58VCdqPSyaFm8MDaVDU1cG5xzWGdBMXbniVzhQDshaePkGKm/v8DJ0VvBZSEDlZF2NMutjSuAVs66FYowImeJdK0NR6mE5+qMAVU76yKkRsiG5PM0QTHgWYY1A3j4ns7kGxn+XLaHYdgmyVk62YvHDnKeRkgynwTvVOUtMGecdjWYqU1NXblBuTGg01M4QtKikZyNkB7dOVyy7HmuEYB0zFdJAEanF0IXA4azh7eNVoeoapcfhEWb1cOmX2Hh4YQ+SQOMse7Oaxgvz2rJoKpraIQh9n7BGcJVFxK/nmYtoVy4zshc8lc4rC48zzFB0Dca52dH652lKYCdMuKp4+6Tnb/79z/OnvvFVXh4sb552XF9UnPSJVUg0j0sK/THj1R2/ux+xpKZpaBHEOq7Pt7+vXcicxIgTU5T9t+A4BqKWr+/acoxzReFftbAmtyHGxDIkRIT9ZrvSsRmEAc3OQrWQU0lqpyfC1cZYpH4n7KTLSGg/BHxYRP5d4J8BXgS+AfhbwHcCf+1RnSh3sAqJmDPWC42z1LYqAVAXmNeWbA0ZZVF7KmMw3pAGL9pcMlJUldO+UI2dQOMdlb/41mWGRaRnQdf41rzTqvvjLjB5e6cNyYQJzxruleicJUpn4k9GBLGFBqoDi0EV+mHm1phxzZf52bEqXFlDtA7jy1M8ZOWkTxhJdMEQckZVqAwomWUXeHulWJN5YWYJMdN6T0qKSqJtLa1a1AhNI3z6i0e4lKi9ZW+eqCxcuwlvPf7beCH6I9h7yRYFaMmALawWC94Jy1y0BYwYKm/JMdOrUDuDGqE2RUV+1wNtVJ0WShZsjCkU40G0q3J3Cn5NmDDh4fETv/JZliHx/d/+/su+lEeGa/MyM/rWSc+7D7fPhV5lvLjjdxWlrrl9MrbY9syaGmIixu0b5l7j2XeW2hqM2Z4uaIQcAmq204SMMey1Jf52OwoJxcANYHf3dXwe75rbhTOhwIn1crWRNwrUD2uL98Qpx6r6H6vqd6vqHwf+H1X9z4CViPwCkFX11x7VuaSFZYwcLzMhQZ8hqNL1kVXM3O7jesaqj0W92JpRevyM5pYHYZg+Jk76MiN7ES13lCM/7SMhZYyAG6i9jwJPYhZsSmYnPK/Ytr6cNThTkiw7CkfI0BmEYexgYHgAXZ+IofjYNs7ih+6i93ZI2ChCUjGzDIEEqIDznlltmPvCGlFK8lb2JKi9h6y0TphVFXVVHuZRM/NmgXFwmRNubQN7TVso10mJmuj6wGnInHSBo1VPH3NhrqDocE9DTMXmKCurPtHFdKH4E7DWIuhTaclmLTO0o6DHqGp8VbQKJkx4WrEKib/+S7/Dxz50gw+9vHfZl/PIsJnQPq3YPvV6lsjuSmhjjMzqmv16RlVtP7K1g2Bf7fFbmjgASTMnMZPY3sXNWRFjilryjq3ZCiXozrvj0ahFUDDu2OfH50F6RKN090NznvBwGDvtuzru98Kl+tCq6rcOXx+ZVc8mrIKzinOGGCP7+zX1MKNW2UwO4FpYRkUko2RUzXBDiw3PGBh5I0RjBv/DixPUlHRQcBuoxnrvjtCDYKowTZjw+HDR+lo/wABnzuy3rDFUJqMIfkh0c1a6PtEPghcuC7PGF0sfk9GQigKytSixzMBaMyRvwisHLcedo+sDyy5RuULPDTGxDJmQI6uQyFjaCmb1DGMDlZshqceaIoT35Sd6187Q7EOySlU52r0ZIBhvMSJ0QTEoxgu1t8N8srIMqdz3mEkpEVRJfcZuiM+MHe/Nt2fznSrJvwwe4Wc/37TvmTBhwoPhb//G7/LmSc+f+/avuexLeaS4PiS0bz7FCe2u8sILFAu3XSKBbdty2BiWSTmY7UhUjWO/rTDWEmNmW+5rjHA4q3fGqM5ZbB+Jqvh6+zlFBO/MlWyujAJUo/3fhEcHawT7Donhl5rQPm5cm8Mrh/tFLVQMTspNa50hSeZg1rBoG3yIyJCsVs7ShVJnirl4XIkIjTc4W5UOizHrhTuqbGYtXRYEnBSxpc21vRYumZLSCROuLDb9TAv9+KyYnAcV41Hora3v7IcWoTWhjyURzlmJMZEVYsxl37BmUEL2eJM5CRFRxRuzFpbrU6JpCkMkUwzmnYGQFDEWo8qqS3hnqCtLyoFODftNw95iBcdP9Jat0VrYrz2vHO5zfdby7sOGmTP0SZlVAlistXgB72ypng8jDpoLfVhjRIdiIJyJ1ZXvWSsiuy0BjwiMAprjXjvSlKe9d8KE+0NMmR//1G/xDe854Jvff+2yL+eR4qxD+/QqHb+4QwBwbw57JzCfbT9GRLi+PyPERNNsP7BxoMMISLVDpGmv8RyvIotme0oRYyINBeE+Ks2W5Fi5v726smZQyd+lrCyMeeeu1xz9vwV2MirvZz55wuXhmU1obwDve3XOu19YYIzlhUUFakha5mNr6wm5+DpWrtQFmsqtZ+SyFhVj4SywHdfNGEelrJyuAn3OtM7ivV3TEzeDrXGxlH88mcBqs6txFStdEyY8CZxPUHdhXDMAfczrotR6Bl7uvZa9t8xQ+pDBCCd9JGWlTxlvDZU15EFd3XvLnpRRCEEJqVSvQ1+8bfcXLY0VOjVghMO5IUSw1nD7dMW1BMv5iptWODo+IViL2tWju3kPAAEWDezPW/Ybw7v2LLPKY8SQRREV6spQW8EMAYNI6W53IVM5gzUl2TdDwXBtd5Z1/f6N3fLRIukibLJiRsoZ8MT23gkTnnb8H//3l/jcW6f8p3/yI89c/HB9XrLBN59ipeO9xfbftTOoTmA+336MDI4eXVJ2EZiNMcwqh3V25+dgr6morKXeMRtrTClcKrBjHBdrhJjknrGrMYIx9xb1up89XzlrTu3SkRnncZ+xJfHM4B0ltCLyh4C/APyB4Ue/DvwXqvppEXGquovq/1jxnhlc29tnrzaodUUuvFZm3nJ7GUp2GpWQMwvni2LaEGipnnVjxrksRdZzsSBrL8SQi/JwVKXS4kl72Q+A812NiRox4XnEZoKaL0iA1h6mMgpAFd/pND7YKJY9m+tHNRNSLh7Oo/80d1Z4oxa13xxzqUanNIhXFI9aM8yOooqvPU1Wln0giKGLCbHFtzWFAK6isgbVcSbXFFrtvCaERL+Y4VxPjEpcrti/JOue68C1gz1yFoIKq2xoc8I6ZV5VpfsKdClTZYUhDskUzYKQFWfHoiJnrBdKIcEMX0f9kk3hrvvFVFmfMOHeUFV+9BOv8f4bc77r616+7Mt55Nhvi0bB00w5Zlcel6AVSDui75wzc2dxovRh+z7ahcSyT9iopFnG2otP3MdEnxSRxLY8WqSMm6jqziRzjK31HnF0aT49mqbN2MhCYZfwdRk5ekenmvAY8dBqRSLyvcBPAT8H/Fng+4BfBn5KRP4I8H8+igt8aLRgKssyD5Y51rAKiWVQ5k1FIpFSZNUnUkp3GDh7V2w1xvm2OHQJRvXikPKQ3AqNLd6zfvCgHBdWyro2czamCE9tU+/Mw+uf95h92MHzO3wbp9U34TnF5kf//LIbE9CYlZyL8XrWwU96mPuE0jndXIeKFIEoOcfCGBX6cl6LRggw85aZdyURzeW8ISVyVqwxeFu8aU9iou8TlYHaGZBy/FEXMdYwb/5/9t41SrLsqu/87fO498YrM+vVXWqJ1gMhxEOSJUtYYDCDBTMMGh5mDbCw8djGXng8HsMyGONhWPNcfjAGY3sYM9Z8wF4GaxayMWbGw2M0RoDByAgh8RCSaL1aqGnR6u56ZWZE3HPOng/n3sjIrIzIrKqsyqyq81urVmVk3oi8ERlx7t5n7/3/O9pOCEkQhs6xOWh49MKY8+Oac6MK5x2DU0poh4ARZWPg8N4zC0pEsFgq73KCSt4l6GVDtOuCiV0Ak7qd8YUNWu9HC4uNQtOtbXapgrvOm7sX/bOd2Ffo1u6T8vMuFB40fv6Dz/C+37/Gf/nHPv2B7GgQEc6NKp6/zxLa5b+ErNZeYjyC4QjGawScvfcEhBiVxq3OfJW8ZsYUWbclmEdjNK/xa7CdSOq6uFQVxGSl43UxcOhsXsIx1vKjYmnpClonbYdZuLfcSYX2vwe+VFU/uvS994rIzwHvB/7enZzYnSIB4jSxsxtxTvEpMhrXOCuIwsB56BQyd9qESKTqxEps5x1rRJYqnXttCG1ISCdqMhx4Dk4gLHZ7yImts+t9leLSh83cVPFZ7zm7aj6sryyXhLbwsCIi+GN0J3SaTDnB0r2LG+SdZxG62flOeEhyH/Ly6EFKCt18fUoJjMlttNZgTeLGPG+AhbZTJo4J11SEkJiGSLabzZtfA1dRpYioRY0hat4pNwLTecAaw04buLa7y9VZYHu3xTnDpIZqmHcp18Q7dwXvYaOp2BjWnB95xpWndpZB7WmcYMXTdn6zKLShE8iSbKe2XCnv6Weplr9rOwV6WPLlTorDrNyp3zdL230vqSKag6Kj5qYKhYeJH3rHh7i80fA1r13ndnp/sznwXN1tT/s0bokG2O2+XqOpxPmR5ep25OJ49ZoWY2TkBG8dxq33F+7HbtYlhfP5nCu7ka2B7c70cPqN44HfW8cPYjsLPNONn6yin2ddd4VXVWYhXw178cZVv3OdR33h/uBOElp3IJkFQFU/KiIfU9XvvoPHvmM2B6AEWhUaTYyGNZPaIWIZ1XnW9cZum4PMmNie512qQZ2rCWi21pCujdh1rX52KUBe9b7PFdLOzPkYH47DPpi69P+6xLSfKUvx5sS3fDALDyv9xXelKXt3AcsH7W0qLR/fhtglPNpZ8kiX7O6f0UydfQCdaFHt7aL9uH/8ygiBnNAFURySfa2twVshqWFUCbsxUVuDFQdo1wli2BEltIk2tlzZCVzbDQjw/PWW7XlipkptKy40Q17ADp84uZfyWDxyDs4Nhmw0NW1Q/BAmtcd7S+0cCviuXcsYmIWURbSW2tBW/a1WrYG9Z3Ba/GPtBkau8ObHsmZJeIqcFD+I1ahC4Vb4tY89zzs/8hzf8+bPonIP7ibP5sBzbXo2EtoJWZX4KIYsJbRrqq/nJhM+tXOFSb1aC9kYw6CpqJPSrPk7m4WHq0Fk9XHXpoEQE9emygtWHJM3faXrylndNW2MUB9nNlaEmNLapDfGpeKSytpO7btph3kvuBW9kAeVO0loWxF5XFWfXP6miLyY7Ot8qojNrXvDShHv2BxUeGchRqZBGKgyGlSLtuAYI20UZAbGCrM2dgPi4BRcn+gCHnOTjYSqEmKu+PatC8etkB52bG9B0duErKI0zhUK+1kWbsoiQ2uS2g7RQ5JfEaTbvsptAAAgAElEQVSbR3dm75MWYyR27cMh5TnZvB4IgYi3Ft/Z+ISUTcIHlV8opM9jYhYCIETNc6NWsr/1UIRZTNSVALnCOw+Jsfc8N5/SBuX6NFdpJSVqb7iyCw6FyjFyFec3d/jE1RN+UdfQABdHYBvLXBObjafxHmvyeMbVaUtlDRuDChZJKN1gc/9Sy01Kk33SmVIipL0qeY81kivq3Xrc/2TdZsZyhdeQz0MoYlGFAsAPveMJNgeeb/y8x0/7VO4qG43jmRunHqYC6/1il1muezZriqqCZVTXuDWqxFVVsVVbdmNisua42I3ktPP1YxrWWiTqyhnbfIyBNhJVqU+gIyZ2YgtRddHZePPvFIzKQsPiJDiLnY9H6YU8LNxpy/HbReRvAb9Gzq3eAPwN4LtO4NzuiMkIBt4xcLn9bdDUtEmZti01itQVo65KUxlL27WjtSlhugBp1gZETA5Ku8oL7AU/Ke2pIbchZQsKcmBrbnGX5LDqw3HEnFwX9JV4rHAa9EmI6WYU71f6z7Kze59b01UUfdf2S8i+sDttnrmdh5xQ2u5YRWkjGJMHRfsLjLVCJWbR7pRUaSUntpXmz68YIYV8ga6txVpD2waU3O/VeMfAW7ancxLKsDJsDGpGTb6UX5kpqYXWKpsN+Ktwr+oPCZhGSBrYrB1Dl3fzp21CrHbtY1n4qXHZM9Z2eeXyrv9hXSlWIOley/DBBrN+neyPP+5mRn/f47SkFwoPA7/+5PO8/Xf+gG//slcwWtfT+gCwOfB86Jnt0z4NIFdenz3GcRcMfKLrKopr/jy1t3gDdbXGXzbGPAIiwnRNVURTVty31iKy+sDzA891Y5jUa5LjmHInk8jyXuZtc5yW42y5ub4D6Fbox1wObq7eLrEbebnTDVVjhBRv9mt/2LjtVUtVf0JEPgJ8B/BXyO+r3wa+XlXfe0Lnd9tohI3JkMfOjxk1FUNvESM827YYa6iN4I1BHNTOIiEQolJ7IcVE5S2VNUxD7ILVA49/QEl4+ee3+7k5qLp6HJZ9tgqFe03fzpOW5k9Pm+V24qPUFFPOnph1nRoh7vnLWiMYbzshISVJN29Lv3MdSQm8c/huJGGxS9p5WPeK6UlAuo0xI0LlDLM2EhVikiy6oTkhG1Q2z4WKsNtJ/WpKNN6y2VQ4ky1uBpVhe+qoKoNtPTBH1ZAEPPcuod0EdiOENj+nxlcEEk4NXrKVQ+OyeF4fhojpNw32HqfvSoH97yO7qIDvHdsHFvY2Ng8LhcLNfP/PfpDzo4pv/sKXnvap3HU2ztAM7UuAjx/juGpJHOHC6m5iYkrM20S7RuY4pcS0u65piquPU5OV+WW/OOJBxBrGjWFNV3LWq5m3KOAki6+uPr+jY+Fb6YI8qevDsgaDvUWV/YPEtNcOfWiH2C1SdCDu0LanS1z/ixM6lxPFmmyxUVeGy5sNCUvbzhkN6ixEUjlqZxhbxzxEGu/zm9QIlTedmmi22Yjaz9DtIf2gbfd15bJH4u1KiC/e3ArOnI3EoFA4il447ayJKRxnxzPpUkKeUp7r6ap8/f1FBO8sIYVuJh5qI4i3DH3u5Ki8zbYyXQIbYu7WaFMee9BelKj7vd4ZNIDapfYlEW7MA8bkVuVsZUNuaU6wizKNinGG81WDEWEeE6OhZ7BjmDi4EhyXxiPq6nkGwM6Jv6o348jJc+MAAs/ttGw0Fdoa/Mgzbjybw3oxr2qMEFPuLOlv96zqSjn4t1wWdzoYYh13M6NQKOzxyx/6FP/uiU/xPW/+LMYPeHUWcoX2+rQ9E7PzF4953LmLwNP56/Fg9RDtPICzFo2rn5cxhs3G0ybFW7/yuNqbhaXluhlai9Bqwq8xTokxd3Ll1uXV53YrsfC9jjmsSNeVWa4tZ5HbXrlE5CfX/VxVv+p2H/skSJLnuEbeo2IIIRDUICbhrcVI9oMMKYs+oVmi3Mh+JTRjZOWL5Jd2iPKOUvGoKjxcGCMr51fuJ2qb24qtNYfOpdfOElJWaDTWUIke6MrIVcKkyrwr4xqz117bjyb0x1ojmG52SVRpo+BtIsRITNmaJ6JogpACs5YsLmUNo6bCG+HZ7V1m84D1jkcnAnbOtiSchTWaISdKA1QOSGBMhVHlRoh467JvrndZjImsxt4LMvV67rcTkCyL7h0Wi552gFoo3E+oKt/3Mx/g8kbDN73xxad9OveEjcaTFG7MAxvN6oTuXnDc1tvxBvinoQbGzWp/NmMCc40oqyu0zjmGlaENuSNoFQJ4B97JWvEl5y0jt96Ox1ohar6Gym1aUp42JxnvWCNI4pa7MguruZOtuM8nd0q8FXgnt+pyf5e5uNEwaSxtUnamARVAlYF3qGZ97jYkvDOLYffcEZcrrQf741eZOC98Z5faj/Mxt/YmLbLhhcK9pRcVAhDrMN06cNhsTN7YMnvzmdbsa5FdzNWrUjlDG1LnV5t/npIynUWcMdQ++1vTJbbZvzphWwEx2NwgQhLBSJ7LTd28qXN5TaPzEES79q2qQqeBq7uBMM3txoZcPT1p6RMLjNgzMU8RrIetUc1mUzHxjmFjF0IVuuQVKJq7Z47KOY9qJXuYlRwLhZPk5z7wB7z7ySv8rT/xKhp/p5ON9webg5zEXt1pTz2h/fAxjxvXQoXiAFOvTmgHbsCkSoyqg4aSe6gqxlisXZ9YhpRADCHljsdVeCO0Mf+/ipSUyrm8sbkmOX6YYuGy+Xqy3ElCexn4MuAbgT8J/Bvgrar62ydxYnfCBnBxc5x38jWxHVpq4xhUrquqCgnFS24RnIXYfcANlYUI4Oy+wHZhj7PCGqIfeLeAdhXfW20dvp9FdQqF+5F9s5pHfP6METR1wYBwU0dG6gQeEGFQuX3icSHmmXtNiThNpG6DzXfzsogwrBzzmGhjomsZwVnHtga8SK4MG0PslIKNyQrIRoVZiFTGYAn4OldoN4FATmpvnNDrNSKvrw05yZ4rjAfw2OaEy1s1Q++YhTzXWjmTn7fVRRtZiimrzXev58E1cjn5XSXq1M/PHuXRfZCjrJwKhYeNlJTv+5kP8uILQ77u9S867dO5Z2wMcuh7Fqx7jttynIJSkSu01Rp/i6qrlB7luhTIMWtco15sJFtWGoR1RdUYlTZEDBa/Iquw1uDFENEjxfiOEwvvibJKSQwLAGsa3o9AVaOq/rSq/hngjcATwDtE5K8cdV8R+VwR+WUR+UUR+WHJ/EB3+x/c7jn1PEJWLq4dzGIWqzEWJo3PAZDkJ25MVyExBjEG21Vnk2oXVC6ea05oV3yic3ApnUDJkmrn/dlVUSg81Kz7vFsjnRhFTqz6YCB26rpKng9dvsAu1oauVRbyGqPoQlyuvzCHlJiFyCwEQmc1MGoqjDUMvCV2FVlns4fr5qDCV4baZRG72md9gNEkb64NyAlon4Qel60DtwfAebJn4gCYTODCFjQeLp+Hl1++wLCpEeuYjDyj2jOPSogpaxMIaNKF9W/S/NzbkFYGVKuWz9tZVvtEOSRdaz9RKDxM/Ktf/wTv+/1rfPuXveImnZAHmY2+QnsGhKFesnG848QbHHldT2saIse148KoZnOw3hDIqsVo7gJaxbC2DLxjPKjwqzJVYJYSKvn/ddSVZVi7E5lB7a+3sQTahY47WsFEpBaRrwV+BPjLwD8EfvwYd/2Aqn6Bqn5Rd/vzgFF3uxKRN9zJeRkAI4j1WGdx1lI7S0wJayQrblqbd+o17/IPnKWpXJfwdiIu3Qelt+1JqQvMDnyApAtWjcmiJlZkob5ZKBTuL0K3qbVu57q/mKZDLqYx7b+vqmKsUFmhdtmSx5tsJ5CN67sKZlK8MQRNzNsAmteyceXYGjRYyd0k0zaiCHXlqCpL7WtqbxlVjsfObfLYuS0ubcDFGkYCG0N4lFwJOCzEOazJcKc7tiFXeMfkdp4aqAQ2hzCbgwkwjxBToAYEIYSERs3Pz3at0chC4bkNnfd36uyKVPdVT00nyLdq+ew3B/pd/HXqm3t/g6Wvjzy6UHjw2ZkH/u7PfIDXfNoWX/nqx077dO4pfZvxtd3Vc6b3iskaxeJlGrcnueTc6uRy3DhcXTNcI+4lIoxry7BxeLe65VpEGNUV1Rp/WQBJWTFZ1iS0uWosN2343i59UlwEmgo9dyIK9U+BzwV+CvgfVfW3jntfVV3eFpsBXwq8vbv9dnLF91dv+9wcNN5yfuhx1uJMFmaJmucPst1jFilJfeK5pHhqu0S3821GgDZmY+k2Ksbc3E683PpWPl+FwoONOaB22As8pKRot+klqfOHW7KiSZ3wlGNvDlRSRMi2QKTEwFmM9xgRBl1QkmJie56YhdAFA0Lj+mCjZTrPwkvGDnjRhRFXdne4dmMHErRtTuIscIE8UnGVzu+VnKQebEmuyZXYflJLydVYieCH8OwNmG7nx9mcw5Vp5Pev7DIeVYgIN1qLrz2+G9EwJs8HKzmZZclu7OCslO2e38rX/sAoSFI9sv24bxffe/xC4eHm//iFj/D0tSk/+Cdf+9BtvvcztNfOQIV2d/d4x3lfMW5meHeEYI23DL2Q3Hp14NgFt4bVSWhSmLaRvLSuThecd0iM2KMS3xMMjq2RO7bOKTxY3EmF9k8DrwC+DfhlEbnW/bsuIteOurOIfJWI/Ba5Q9gB/X2uAucOOf5bRORdIvKuZ555Zu1jWwuVCPMu+YyqPLszy5WNbthck+bB824erU9moyoxdbMFXeXACIsK7J7NR2ldKxQeRFzXIrwuQbJG8NbsS46MEezSbFB/7Tbdppg1e8cb2RM1MsaQtDNZtxZvXa7guvx9TcqNeSB2Lc5OBBFlGhTV1Km0G5z3bA4aHt2asNk0PHoeUJi2MGWvMjky8AKyCMIFDm9FroANB5MmJ8KGXJkdT6BpYHeWq7gWmLcwn+d1c3uW2JlFQhuJMVBbs1CNV1VM9zoY8iagt+aO/PP66uxxVmJrpCSzhQLwyWtT/vef/xBf8arLvP4l50/7dO45fcvxWZihHY+Pd9zWqEIki+ptjlYLPokmNAnrpK5SSmhKoEpY0yXcxoSi2S89rkl8Q2QWlBRWe9oWCnebO5mhNao66f5tLP2bqOqRUwGq+pOq+rnAJ8jaJf19NoArhxz/FlV9vaq+/tKlS2sfWxRSSAycI3WVlNoYkirXZ3NmbSQqiJUsMNKVKkLMH3AR2TcfZ0wOulwXxJJz4UXCWygUMg/C50GOGBdQ1cX6kA7M2vZtVcuaF9Ilx7brBNEDG2HW9C22ea1yVkgIoVtftOseSZJ1AAZVDlWsZJGl+TwyTy0xRRLKSBID65h151CRE745OZmtLdQVDCvYdLmd+DB2Q27VjeQLRTJQe5hPgZCT2Ro4vwEbQ8fGoGarsTQuW/XMW6XV1L1WKdsV9e3WnWhWFsxaPUd7FH17si1tMYXCsfn+n/0AISW+68tfedqncipMaofI2ZihXU5o1yWh15fOdXs6X3mciCOmQFzjG2tM3mg0Zr3SbmW79RX22VkepFXNziFHXP9jt94/CHFC4exxKg7aIlKrau8mcY0cb70J+DFy+/E/uZPHf/Q81LVnpw2cr/OMwPashaQkC/OUMJoWc65icoLqjOmGrW6e4cq7+7mdYmH8XCgUFhy3/fN+J2UB4qzq2K0hy6qNSfM/VPeNJqSkzPsZo5iouvUkdV7YkpTen9VKHm9IKVG5nAzXGBrnUBRnLSFEjLHM54nnb8yx1jD0kaAwi3O8QN1AbGEYoQ2QLOy2OUHtz/iwlawPrLSrLhsPg1EOvpwF47LKceXh0qjmwqRhMq4Y1Q1Koq480u3styFXkVNKuaq99N5IumftY3R/S1pv+3PQKm2ZB8UHuVC4V7zn41d426/9Hn/hC1/Kiy+MTvt0TgVjhEntzkTL8TKrzXhgFmbMWhALM11dCb0xC0QM0/nqY4zJhZmYBL/mUt05xC3W6JWPR3YOWbcWL3dCJoUjhI4LhVvmVBJa4MtF5Nu7r38X+BbgB0TkF4H3qup/uN0HboAXXqjZ2hgyGVTU3qHA+VFDiAljOpEnuplakz+CpjOCsL1K8ZrdrWKIXCjcTLqF9s/7meVP/HE+/lkkKvVRAch+D1XpFIBF8uy/CMyCoCEuds9r57Konc1euDEmnLV5Xpc53llUEzd2E09vz9nebZkGGGyA24WdFq7fgKqL3wwQBYyBxpCNa5fwQFNDm6CyeZNwawizCK6BrQYqA42vubC1xWZVc3ljiDMO6wRF0JQ68aa9xPPgRkc/8nFwjrZXf+5f8RL8FAp3TkzK9/zEb3JpXPOtb/qM0z6dU2Vz6M9EhbZZmvnYXHPc2DdUbpZF+erByuMeGdeICOcHq+u9IQS0U8ufhmzHdhhJWcTE6xLaYe1oQ8If5RXUUZbzwt3gVBJaVf3XwL8+8O1vO4nH3gB8LWw1FUnTYl5rHiK1tzhj8LpnH7EIpJaUigE06tpo9WETUSgUjsIeEEo6K2g3RnBSLJKzTvDp4FKQb8tibQkhErs25cpme7DlC/9ynNBvkjkj2Mrl9mTJLV8iJtv1qBCybh1GI40Tzg09s1nk2TjnytVdpio0DrzCdAAaYWJzEjsQUJPF8yoH4xF84Kn9z+HS+Zzozjp9Jj+AyXjIlsCzOzNMiPjaMag858eewdDy3I055zctDsOgsqRksVYWLdOHvS9WCXvkv9eDvjVSKNxb/vk7P8ZvfeIa//AbX8ukWdfg+uCz0ZyNhPbChYascgDn1/xJJqMhly5eZVg5zJoOqFdc3mDz2pRL49VGbSJC7Aq4oqtnYxtvgLzJuk7wqR8nWXedFcmdTCd9PS4Uek6rQnvXGDhIUvPczozx0KOqOG9zwtqJtnjMQonUW0Po5uBCSoDNiqOwUDp2pTxQKBzJWWz/DDEt2lZPWhBIlpR6U+dDK2Sxo30ztLCYzbfW3JTYKXvVyV5ZPXvdKmJNnu03YDF421V3W2Vnni18YoRBXeFsIGikahyVCLWx1EOLiuHGcIq9AjF2CbQFCXkmdnSIl88jmzDwlmevRgJ59tZLIolQieAHnnEzYjwYMKk9lXWElNidtSSX11JnLZK4beEn1/29SvBTKNw5z1yf8b/8zAf4gk+/wFe++gWnfTqnzubAc216+rY9W1tbVDzNHHh8zZ/l0cmYc4MRk8axMVgtCuWcZXNY4f3qBNQYw7gyRIWqWp0GWGsYGjlyDVY6Jfm1R2XKel64WzxwCe25CYycwYllZ5YY1rFLXC0hKk4U6w0pKWI68aeYrTZiUkTSvoCzfPgKhfsT7eYz+69PqtGpnxVe9ppebrc+uAPtnUGiYJKC6k3dHdYIfcvI8s8WKsgitCEixhBStsGx1oLkyi/d2ERlDd46xFgGg5rdMKfxnjbNGbaWwfnEdKqIgWtzaLp52MMYOMHXNZcvRmY7MwaDAcl4LMKo8TTe4U3LwAkqhjZEFNidJ0QDYj0aY26FJqtqGnO8pLYXiLqXisR5QzP/XneMAK6/T69lVdSTC2edv/1Tv8O0jfxPX/25Ja4hV2ifeOagYdm9p6oqHhWYKTx68TCn8O44azk3rKm8w65JVm9M5zy33XJUh8tuiKQEKUXWyVElBTnkurWMkEf53BHrYK+LUNbLwt3ggUtox0PYaBzW5EDSSN6x8s5mL1myFDnAbJ5nalXzULuqEqNiXFYzLq0RhcL9i4hguk6Mk7yA7glb7IlgWCPdhtiKZEjAWtln17PMuvNLXdk2qWIRYkzszAMxRgbe4MiiUrttYnvWovOAqDLynmlUEgb1EY/FjizTkLC0OIHZPKsYH8TVNWIU7wcM6yHztkU14lwFCueGDZPhgKqpGVZZysRI9jScRmgS1JXFdkrGEbDp6BmrtCS41/v43guW2777KvlRpCXv8oOCVoXCWeKXn/gUP/7uT/Bf/UefzssfOaZPzAPO5uBstBwbYxDNVh+yRu3d145hXdN4QdbkqrOotCmxvab6HGPEiAFJRF29bi0LoMqaNa5PUtel0Pt0EVJJagsnzwOX0DYO6qZGUSqXfQcbZ3NlhPyBzIWS7OEYkuBNp3YsZp//ZAlQCoX7m3zRPOFWY/a3CUNvzXP7v6dP5ERu9krtbX+02wGfh0RIuTqYIjifxyTmMXF1FojAoLYMbMUzN6bshkSbPLYSau9IOy2PDGtSaqlcYB6URYm4Y6eNXK7HhBQgJWqbbS4GTU1lIl4Sz08TaTtycRJ58cY5nDN456mdMGw8zuTznrYxqxmr4nR99fNWRmfnIdsBVQeUk28HY4QUde8cjkG5OhTuB27MAt/5L36Dl10cPfRCUMucFVGo3d1dEnk9udKuTkJHruLcsGJUCc0aUSjbjYXUa1qJTdfVI7BW5fi49JZzx9XPKGtn4W7wwCW0CSG0ef7LiqFylnmInS1PDhYNEBLU3pIUamc7+wgpfoaFQmEttzoPmkWe9r4+SEpKG1MWhOLmap81QmgT84Vfq2LILbJ9q1dlhIGzjD2MBhXeOp6bTtkSodoNVN6jmrAGpIq0023UOTYax7YCzPad0znvGVSOKJ6r2zM8wniQlYxnITCfzbm+EzGxZcd5WgOjxlNbR+0sMUR2uwS8sp0V0TF25I96rZZfs9BZIIWkrNErOTa3+nc1Zq9SUjY/C2eV7/2p9/PU1V3e9hc/n2ZNq+rDxubAMw+JaRtP/XUJ3b91AfnmxHNhs8Ga9boum41HgI169aP13UtiZb34qZC7Fo8Yw1gl7nfwdx5nbS8UbpcHLqHdGDSMRjXOGOrKZlsI2VMctdKbSuegqFcVPUrMpheXWZ6bKxQKheOw7gLet2HNQ8qWYJh9AYtqTniTKtttoPYObw1jMcxjXFgrDCrHufGIeYCPP3+DQXQQoNnISWYbIvOQEFcRbJ4pdt7x0vEA+OS+c7p8boj1FVeu7zC2SvKesbNsjissNZ/asTx9o0VsFtoTDKhkz1wr7MxS57lrqKxQO7PP5kxVFy3ah1Wkj34996oCR81t3U1KYFY4y/zsbz/NP/uVj/Hnv/ClvP4l50/7dM4Um52tzdXd9lQT2sFgwNACERqz+jyssYwrg/Nuz17yEMbDCuft2ucUY+TK9pyYlNo6xoPDZ3eTgnStxCcxglfWy8Ld5ASaDc4WQ2d58bkRSSDESIyBFCOGrGi8/IE6atepZ5+4zF0670Kh8HAi5LXId5XMnXlg1u5NtooIlryp5rqh/4ig7AlsWCs4a9kaNmyMaryFnVni2mxK5SyCUDcDIOIcDGtP4y3GVig3Bz7NoMFZj3OOqh5i1NAMaoTcWj2oPC88P+Ti5ojJqGJUewbOAMIsJKxRjEBIkb6MubzWJs1raVIlrZgbS536/KGvmQiNtwwrd8ftxoXCg8hHPrXNd/zYe3n1izb5zv/kM0/7dM4cfUJ7Zed0246dc4y2YDKB85sbK48LIREUQpvWesJahJRYWzHNIn2CMRDWHCd0c7RrZnsLhbPCA1ehbQYNz+7OeHxYcXV7RhvgwrjBW4uqMmtzm5rrrCSOU3kVkS58vNlzslAoFI5i3TpjTRakc86wPcszVFGVGBO2E6dz3jJxhnkbcyAiwm5Qgio2JZJAVMGI4p3B4iDtMPQV7SxgXU3jlKZuOD/2XNlu8V5pfEXiZh9CVSVE7ZJjz43dKdPZnNAKSkNFTihHVhiOK2IMIIbUP59omNQmC+4Zc9NG4PIrcNieYhsSbUoIMFgxC9ZXefvXsOz+FwqZnXngL/3Ir2Gt8I/+1OtOvaX2LLI13KvQniaDwQAbQSIM1ukwmG7YxAhxtXUs05iT1d2QOLfiGOccw8blNb5a/d7IfTx6bIX6kyJ24zSlG7JwKzxwCe2ornMAJNlf1gjMY6JRpU3KLKSFLYORdOzK6+34KBYKhcJyh8eyMjLszYKKCE7y7P8sppsu5n3bsYpgTRaIAmE2D6QEiCFqxFqD6xyKggiaAuPzYyQooqA4dkKibiyNyYruO7s36xxvTcbszKdItNRW2J0aXGW4MlO2NCBeGAwss1axc2W7TcQYswdvN9KBZOVnTfn3LLM8f5oUDPvb2WI3H7uu1U11b90+rjJxofCgo6p894//Jh/45HX+yZ/7PF50brVn6cPMcsvxabK9vY1acA6uz1aLQlXGMPSCM2atWrwToU2Jyq1eEK21XBw1RFWaNbO2mpSo5M1VMfdk0/C4ysqFwkEeuIR2WAvDyrM1qgkhsTVqcCbP0aaoWIF+E8wYQ+q2uspGUKFQuBssd3gcnBedd7OxRnL11lrD8MDmWZ79F5IIKSXamBj4bENWOUdMCdWEKExnc27MW5yxvGBrhDPQWAMeru5O8TJnFiyhnTFrauxsfqgaZpi3xNZSSeT53Rk7baRNiUfGltG4YdYGGnEQ5wxry8A7xAjD2i08f0PKM8G90N7BxFREFpXrpNlft8dbQ5uy1++qgEaELkkvyWyh0POWX/gwP/Gep/iOL3sFX/yKS6d9OmeWvZbj+SmfCcxmMJ3BTlqd0DaVY+QdzlncGhW8QZ01FtwRFmmm96xc13JsBKuyT/9gFSdlc1mW8sLtct8ntDX79TmdeG5MAzElNgY1w9rlCoBkZThrfA6yusByufIau5mt0r5WKBROksM6PBb+uIkj26usNaQucxNgGhJihI3GE2LCGoMR5ZPXA94Z6sogxhHawDxGdtvITmjZmSVGtcX7BmME7QSbDrIzm7MTErtq2A0RYz1D2zIaVEwqw6SqSapMPQy8oa4ctXPszgMxKc6Y/PiqWCuEvjVYbn6eeojdg7XmSOXiO7VKKhQeNP7t+z/J3/np9/PmV7+A//qPv/y0T+dMs9UJIZ12hRZgUGdBm4mvVx5jrWUyrBCzPrm0YoiW7DO7gpQSofdTXzMfa2RvnGPd7+w3JgVd282Y7TLXX+uKenzhdrnvE9qXAB9Yuh1CwBihtpZR47KICrnVz7m9ICt1g4uLaNgAACAASURBVO6JHEwJe06MSfequIVCoXA36FXXEVA0iz6tCQacFSTl4AHNzoUxJZwzXRIpTJqKWUhcmkSu7yaenM6ZzRPzeUuIBm8cj54bMhl4rl2fEoyhPqQ1TfE4E/Ao1nicFyZ+wHjgaJxhY1CxM4t4azg38gxqTxsjs6jU3jILkWHtssr8GgETOLJIUCgUjsHvfvI63/rW9/A5j23wff/5a0oycASTJntrX7vDhPbCHZ7HaDTi0qZwdVe5MFntLyua2A2ByljWjbT2nSvr/vrZQicfIWuSy+NuGh5ndE9VFxubmtbbuJX3buF2uO8T2vGB2xGlcYbluNCYbMuTE9lE1LwrFVP+1DvDPv/Z8lEqFAr3AmO6OVMFlZvbtlJSYlfBtCYHF5qUdjEzKsxjQlSx3lMZYVI7VBum7ZSBc1zfnmGtwVfCuK6ovcGIMKl9ttaxN1s2nJtUzFrDsLKIscSYqI0hRcMsKrMYMc4y6cRmvM3t0kYjMSWGzuaNwt6WZ4XIhx7yvUKhcGs8vz3nz//Td9F4y1v+9OsZrBH6KWRMt1beaYX20TU/6zsI161w3nu2Rhv4qmVcrU5oZwk0JYImZm2kOtxph1lItDGiwKpHM8ZQu3x98SdQvbGdhdrBTptC4V5y3ye0owO3X/TIhAtDT+V9npHtRFj63aG+vaJXLNbuhnUGy8nNARQKhcJRZMGoLIIhenNbVy+OkVQ7OwbNSsLW4IwwnUdiZ+czayM7bUQweGPYaAzXKos519CI4JzFV4K3jus7kVlIudra3Bz8CsqnP7qFQdGUmCZIbUsyggGu7bQoAW8Nm4MKunPbaHKU1bcc93Q57U1YkaIeXyjcAfOQ+Mv//N08fW3K//ktb+SxrdVJUWE/W8OKK3eY0K5uEoYN4Jnu/1VYa9loasZVxbhekaUC3ghGDNYaZE2KHGIkJEW4WexvGWcNhzi23UTfYbMuLu6LRutYdCRRNjELd4d7ntCKyB8BfgCIwLtU9a+KyHcCXw18DPizqnrsFebg7thWZTDeZyVjuGnHyHRZrO3Mog9WDUoyWygU7iV9W9dhu9tGZFGhhaWKZgKNidj166oq07CnDCx5l47NSc2gTYwrx7B2OCNcmwZCnaibBmJg6C0bwLX+dwIXJzUbA4dBmLYBE5XrMVIZR0zKlWlL7RxJE7utZZQSdJuBwn6Rpn2tZnH/jNVhgc3y8evs1AqFh52UlL/2tvfyyx96lr/39a/hdY+vMmopHMbmwN9xhfZgl+AyQwF0daUUoGkaNgeO3ZAYd0JVhzGqHRcnA7wzNPXq46y1RA3Yo0QIOLqA03cIQe5kvNP4uKzlhbvJaVRoPwb8cVWdisiPisgXAV+iql8oIt8FfA3wtuM+2NYEuL532xjPpHFYI3hrFoFVvzukgC0DsoVC4QyQZ5m4SSijty4w3axTTNkX1lkDKa9hMwUl5rEJAcQgRtB5yzzlyuqk8phGqXyN65LDS97ROKGNSm1rolheAbyr+90vAgTHjWlk4ARSViw21uINzNpIUzliSIycx7l87rXP6pqHPcd+uuo4AdHyyO1Rdmp9wCUUa7XCw4Wq8j//m/fxk+99ir/+5Z/J177uRad9Svcdt5vQbgFXuq8/7fLq42oBq+uT3hgjg0EFcyXp6jXMO8fGsMZaWavqXlmDkT39mMNQzRaWqkplc9X30OPWnHehcNa45xGAqj6tqtPuZgBeDbyju/124I238ngXL+6/XVWGlIR5SMxDzHOyHWZJ3bhQKBTOAnJIFbJvNVZVUmdNo+QELqtOdoqSxjBwlkFTMfCWgRGMWLzNc7LOWga+xlmhDZEQ85pY1TXOecQKKbYcjGdmIbI7m3NtGgmSGFVCY7KClTMGD5wbVQwHFcOqQsQsxEN6rYJlMSjX2ff06+9Cw+AQjJGFUN9Ry/XidYIjxaeOS4hp5bkVCmcBVeUH3v67/PAvfZRv/qMv5S998aef9indl2wOPVd3bj2h3Vz6+vyafmLf5OTXNauPERFiVFJMmNUdx7QhMp0HdtvAuqXOdSrBbs3ima8r2UournksI7lLqNdDKBTOMqc2QysirwYukje6+mb/q8ChPTMi8i3AtwA8/vjji+/HA2MCkpTpvKWqHD4p7ha0EdJSVaS0RhQKhVX0FdS71RJrlkQ2ZGn+VDVXanOymnfWF4IcRgjJkLTlxs40qybXFWk6x9WeeUiYBNenM5xYJEc9BBHqCui2GS8AbYo4DFUFXkGMYXPkaduIc54YI03tqbxj3FTU1mCtRVVpYyKkfI6VzbO0IntVBdW9NjZWqF3aLnk+zusUF6/Tnf8dUtJFciyptMgVzh6qyvf/7Af5wZ97gq/7wy/ie978WSXZuE1ut0K7sdd0Qn1QyGWJagS6A2vceFBVmsp29mWrQ/KonSKxCiEk3IrgdrcNtEmJc6Xyhx9jjMFKfw1bfW7Lc69HUfRnCqfNqSS0InIe+EHg64E/DLyw+9EGe50c+1DVtwBvAXj961+/2FMaHVhMvJFsBi3sG5xPSQkpoZpb0w4LovogqxeSWvrdCy/b8oEtFAppxVpxUlgj2KXH7ZUoZ21AEYRsjwN5bZvHhCZlZxqYhYQht+7Op3PmAhNvSRrZ3o7MUa63cyonNGqpnWNjC3g6/67Nc9nSoumS0V2FC9ZhRHGVRbsK6mTQ4KzgyZXX7Id7s4rxvtuq+yqpd/rKHUeM5FZY6o5e29ZXKJwGqsrf+en3849//sN84+d9Gn/za15VNl3ugD6hvdVkzC+tE3FN0WTDwoaH8ZrKq3MOVFBxuDWl10FlaJPBiKGuV4fubcyxbjri+dTenlgSelwf2kLhbnLP33ki4oAfAb5TVZ8GfhX44u7HXwr8yq083sExgWHjGQ88A2+pvFnstqcuKY2qxAPtcItz2zvHfd/vqzGhtKEVCgX2xObu5QZXTEoblXmIuV1sWQG51wcweSbLWkPtshpmCMq8jVTWMqjyghkRGufwzrLdRpoljZGtAYyqCisGVfDA9jwSFRSDNZZhXSMC1nRzu1mGCsgKx/mf7GsZ7sWeouYLjzNnrxNGJGsvZP2Fs3VuhYebWYj8tbf9Bv/45z/MN73x8ZLMngBbA09Iys58vSLwQaZp72u75q7jzYbNc7C1uVrESVWpvTCsBXOIJ3hPDMo8wjwm4sHWxCUGPq+/ozXWTcudNOkE4trj+NAWCneb06jQfh3wBuB7u4DhvwF+QUT+HfAk8Pdv5cEGB+TjnDUMvUckz4yZRWCVqxpZgfPwRcNZs3bHqlw6CoUC3FxBvReo5t3vmBJuKeHqz8IawTtL5R3zGBk2Ht1pMSKEGFEE4wzMlM06i01VBpIRquHe7ualR8CJZTCwTNvs1a2dkrJ1uRI7rByNcyB7M697bb/Z2/DgOrq8hyhnaCarbzMuHTiFs8pHPrXNd/zYe3j3k1f4q1/6Cr71TS8v79UTYLNTFb6y2zJaU/U8yIVzwPP561V+sAAvGFZc251xabi659gYQ+UdiOJkdY1plpQQI0aEtlXcitM1xtD4ozcLc7cMmOJDW3hAuOcJraq+FXjrgW//e+B7b+fxLlwYAjuL20nNokXYLanBGSPU5ugWi8N+5qwhJS27oYVC4bY4jpffUfTLj2Fvrkk1+9KKCKZrf66cxSRhZxqxFlQNxgqSlBgStXUYoPEWbx0igfHQ8Ci57OCAqsq+tRuVoipYMey0AecMTqFyhqgJK5Z5SIwbizWy0uahf/59wHNW1tLleV7trhmFwlkhJuWHf+kjfN/PfgBvDf/rN76Wr3zNY6d9Wg8M50Y5G33uxpwX3oJ/79Ymi4T2kfOTlcdVg5qN0ZzhYHXWa4zh4qihTcrGcPVxlsQ8BLyxeL868e2tKI9ayZIuj4DcuR3P3Ri9KRRuhVMThTopDrYOJw3MYsIrKJba728du92A8qwEYIVC4f7ipLz8FMlqxEuCSdoFJTHljbqqEq5PE7ttYCdGJnW2MaudZTclNCV0GmhjZDdEZlHxzjAcepzMchtxU2fRKSdYsUQUibA1rEAMTrLX4XTaEglUzhI7Ab7l1Vg1z6Eu+8oauX2l+Zhy8GXNyVV3b9VSqFC4VzzxB9f5zn/xG/z6k1d40ysf4W/+iVdxeXONXG7hlrk0yZXTT92Y3dL9RPIohgHifLWoVEgG1NOuGbR1zuG9QWOiWdNyjFhGdU54U0rA4Y+Zu3iOLsCklEqLcOGB4r5PaN1S30UNeGOYzQPJO1SgdmVAvVAonA36JO92MLLXttsHK0q/0979PCmD2tFUHp3nEQvrLN47xhZAuOFbru62XN2d4SVh1JCiYgxogoGFceMRVUJMIEJVWbzNVdjKSvYwZE9sT7oTs0boCr37Aqo7FR/pdRDonu9JFlKdkZt8gAuF06KNibf8wof5B2//XYa15e9/wx/iq//QY2XD5S5waZwT2meu31pCWw1hQP63VsI4BeZhhqTVCW2MkaGzNNbQrvGhdTa3ERsjK31jgcWG37rlbJ8dXMlqCw8I931Cu7W1BVwHYAKMmiqrgEoOUhYWDOViUCgUTgFjBE17rWC3i4jc1BK7qFjmWyBC7SwXJg3T1hNTpPZ5ZCJay6By1EkZBKXysDtTKguiWQFeDDROqJ3DGuHa7jzPuwKzEBARQrRE7ZSVNTGyjsTeOnuwArvwdFWwt5mJ7quk3tYjrH/scnkonAXe99Q1/vq/fC+/9YlrvPlVL+B/+KrPWVQRCydP/9o+c4sV2heMajwzLHBha7URbV3XTOo5vlldWa+qCowhtZHGrs4uvTPUweCMRdbM2h7Haqdfp5Wi5l54cLjvE9oQwuLrCRATDBvXKXzm3aeQsgpo2YEvFAqnwXHabG+npdYayQmjZjPvLkRh2FQMqsRuG3PHilE0KLPQMqgqxg20KowawSg8cnGTyeRZMOAHg87TNiGieGuZzVsSkBKkKuGtwxgQtYRujjclPTRhzUHT0TNdR+GPEO0rFO5XZiHyv/3bJ/hH7/gQW8OKH/pTr+M/fdULTvu0Hngab5k07pYrtPNo2HDgK9CYVh43chbvPOM1M68pJS5uDEgx5uR2BTEmEkK7cOm4s83RqvOxLWFx4UHhvk9ox+MxF8jmtZc2YDcEfDQ0Vqgrvyf4sXSfkxBoKRQKhZPidltq+6ptTJEUFWcE63LiN41K5S1WhKCJeRuprRBCIKE4Y5m1iYG3XNyYcPncs6gRzo0nOJMterxzzGIkRmWnjXgjeG9xRnCmC4i6f6vW05NUwCxrduFB491PPs/f+Je/wQc/eYOvfd0L+e/+s8/O8+qFe8KlSX3LFdqNyYDJhV2cwLhe/bcaDhxbw5pmzTHOObxriWJxa9a37D/efb2mT7hXL5YjVNuPq2VQ4uXC/cJ9n9Baa3lsA5prcPlSnqG1xiDW7lMm7j+8+wVKjv+hLhQKhbuFdLZit7vvLsLCOid19g7W2JzsWkOKCScwTwIpEhI0laH2gjGGjcGYlz16GVAunzvHoPKYecus87gNKJU1xG5A1hphVFlCN4S1rnWtKGAWCjdzdbfl7/7M+/nRdz7J5Y2GH/6zb+BLXvnIaZ/WQ8elcX3LFdqXXnyEz7gww1nL5mi08rimqpgMEoNqfag9dI4gaa16MaqEFLuW49WHxZRFAq25eUTlVjkpQcNC4V5w3ye04/GYzTFEA592fsylSYMYk9U8nYXOu7FQKBTOMre7TqkqbUg58Ei59bhNiRwbWbwR1NgsJNIGYjS5tdgYBl6Yx8S5uuLSVoN3hkeGDbM2shsVA4SUcNaiBCrx+H6T0FpSiPguWCvBTqFwNLMQees7n+QHf+4Jntue8+e+4KV8+3/8Csa34INaODkuTWre99S1W7rPI5OGzVHDyFvOb6yeob28NUSMcH6ND21KiWlMpKTUUfEr3ga9gFNIaa2QU4gpaxrEO499i15U4X7ivl9B27Zla+QRaWkGYyrvcNbQdnMNBz+Q/cC8UmYHCoXC6ZKSLtai20kIczU29cLCRIXQqeG1UWk8eJf9t50BUeV6hMrlyumw9sTdGVVT8+Lzo9xSXNXMUyLGxE4bECF721qTE1wl15IFnDPYO7DiKRQeFj70zA3e9q7f48ff/Xv8wfUZb3zZeb7nzZ/N575w87RP7aHm0uTWK7RztZwbDbHGMAtx5XGPTCocyvnx6pZjVWUeIooS1tj75O4dWWjDrMIYQe5ATX/fYwn0PUNlw7Jw1rnvE9rhcIiqoEZAwiKwckZIenjSWsShCoXCaaO6186lym21hyXNiaWV3GpWeQtBmbaBKjeodKJRyqzb5HNWFn6w83kkJtAQMMbSpsR8Pmc8qHGdcEgCBi4rG6tIVt5DCCExrCzGmLVrap+036nKc6Fwv7E9C/xf732KH3vXx3n3k1ewRviSz7zEn/mCl/CFL79YkoQzwOWNhuuzwLVpy0bjj3WfFGfMkuATWFaLQnVNM3nUYwUiQmUMUXWtHY8zQu1tLsqsuVZ4a1bGvvuewzE2U4+jmFwonBXu+4Q2hNDNzBqMcZ1dj5YPYqFQONPss6JZJwayRtm3Vw+2xuC6QEZTJKkSVJi1AZsMO/OwUMb0nY+ht4bQ6QwYb0FbYjIklNqZLDCllhgT1loqyb4+6nJCi8nBmjsicopL5YQyS1t4GHjfU9f4Z7/yUX7yPU+xPY98xiNj/tuv+Cy++rWP8chktYVL4d7z4gtDAJ58dufY1fJh07BR3cA7Qe3q6uu13ZZrO+1asScRQQyIwur6LFRdMmsEjLkz257lzVQosXLhweC+T2hFBDWOSpTUwu484KzZZ9PTq76V6kChUDhL9MngqoQ1pqx+LOzNQy0nuNYIFqHVmJNZVaYhMAuRGA2+9szDnqGPFagqhzOCd5Ywz96ymuDajhJSYDdEnM0/NyGRjME7g/Yie2poU1p73sv0afvtrr4h7glRlYpW4axybdryjg88w4/+ysd450eeo/GGr3rNY3zDGx7ndY9vlffuGeXx81nU6WO3kNDWThg0nsrKQlPgMHbbxDQq2+26Kq4SYl7nVx8FbUi0KSFAfURSeyuUd2XhQeG+T2i995yfVHgLW5s1MSkiirE3qxqTSlJbKBTODkcFub1lQr+X3ie4BxXatfuXouK9I4lgAOctGvOMV24zznOwvacr5MfZszVUagQRQ0gJY8BoLwJl9kY6MKSkx5rTcnfgH9u3xcGt2RkVCveCjz27zdt/5w/4/37nk/yHjzxHSMoLtwZ891e8km94/eNsDo/Xwlo4PfoK7Uef3T72fSZNzaWxp7aOZpWKE+BdXv9qu95mJ6qSkjIPicFq/ah8POtnaLMF3NGtxM7sfV0oPAjc9wmtc44XXdjiWjPl0fFwL8g7xHi6KLYVCoX7CWuEmPY8XPe8ahWL7PMItAKusrhk8N2MrIhgnKUyhpTSYlc/plzxlS7xHVaOjaFnFhLDpiaESOjOoTK5UfjgXuDBzcHU26Edsml4u0HTUld2EfErnDpXdub86kef55ee+BS/+LvP8KFnchL0GY+M+Qtf9DLe9FmP8LrHzxWRtPuIUe24NKn56KeOn9COhzWPnZ9gXS6qrGKj8uz4yLBZ3Zack0tDEl07vpE1FqSboV1dnW1jWiS0lVvdxFwS2cKDxn2f0IoIYy/IoKGpff6wG1kEVcuqxuUiUygU7idEspegdjv4VqSr0Mo+j0CTD8ZIVxHwljakroKarXkEkKTI0jpYWUNSxVvLwDsqqySB0FVGrcm/L7cl60rhqn0zWSfYCSMi+FKWLdwDdueRD3/qBld3WuYxsTuPPHNjxsef2+H9T1/ng5+8zievZTXcgbd83kvP801vfDFveuWjPN5V+Qr3J6+8POG3bsG6x1thVDmsNTi3OrkMAkPv1hZTjDFsNI4YoTnCuuk4bcaxW7vXVXFhr/ulxMWFB4VTSWhF5DHg/wY+GxirahCRHwBeD7xbVb/tVh6vrj1iwds8G3Zw1qq0GRcKhfuV5bEJI7KYpY1pL2IRkX3rXEpZ/bjvU3Hdmqi6fwbXGMEg1M4yrh3zmKidBZMrt1mwpBvfuCfPtlC4dzy3Pef/fd/T/D+/+TS/9MSn9saTlqic4TMeGfNHX36RV16e8KoXbvG6F2/lz0nhgeC1n7bFD/7cE2zPAqNj+AErJo9vCMSouBV3mTQVVoXBUY8pBmN1Idx3GEn3OnSMrq6w+m6T0qypwB7cgCxJbeFB4LQqtM8BbwL+FYCIvA4YqeoXicgPicgbVPVXj/NAVVVxftSwPQucH9W3ZCTdB4Tlw1woFO4HUspBT2+706uI9MlsSppbzrr2YmOyRU+v/q6aCMo+kal8f8vGuAKFgXdZ6ETyfY1wLBuIPgEuG4iFs4SqcnW35fee3+WpK7t84kr+/3d+/zr//sPPEpPy+Pkh3/yFL+U1L9ri4rjCO0PjLJcmNedHVYkRHnBe+/g5ksJ7Pn6FP/ryi0cen2IkpIiorNURuDBscCJMjhiMze+v9aJ3x30HOpv1DY67Dpd3duFB4VQSWlWdAtOlD+/nA2/vvn478EbgWAktwKVRxUbjmIxWzykcJHXiKgBSxKIKhcIZpRfwUIVIbhOLqhjkpkBbybv42g2fOmMWQVJMEFIO8M2BoMd7y1aT7USa2mOt6WZ3j7aBWK4gl5pV4W6jqkzbxNXdliu7c67utFzZbbm60y6+99x2y1NX9hLYnXnc9xi1M7zkwoi/+Mdexle86gV8zmMbZabwIeaPvOw8o8ryk+956lgJrRjB/P/svWusLMt13/dbVdXdM7Mf53FfvCRFXpGiGFm2lChXiAxHMWgSDhABhr84MhAHSBCA+pDAsRMYCIwgjpAvUZBEQWAgEPMhNvIw7CCWLdBQaEmBLAmWZFGCJMOKFEk29aCoey/vueexHzPdVbXyobpnes/Z773P3nPOWT9gY2Z6uqtrZk+trtW11n8Fh0NODe31wbG7NTk1N3ZsX0+bhzonaDq7zNtZ7QzHmyiU8aKxKTm0d4Hf7p8/Ar51fQcR+TzweYCPfexj4+1lApaU+gIy5mOxERvPhmFsMiJlJSAnPbUEjpMSlpxVS31uWam9Zy05sCmXEORxWTOApvK9/oBb5mHFrE/lsK4rFp+Vq2W8XKgqXVIWMbGIufx1q+dtzOW9rn9v2K9LtCkvtx+0iUeHXf/X8nDpsHa08eQCJ94J92YVb96Z8onXtvjuT73Gh+9O+Oi9KR++O+Ujd6fc36ptIm8smdWBf+uPvcnf/5Wv8vk/+Qk++dr2qftX3lP7gON057FyDtWEP2Nuep4FlZRXZX3cJVXjx9jv33jR2BSH9iGw2z/f7V8fQVW/AHwB4O23315OoUSEaRUIvqxGnBe7Q2UYxvPGWSVwpM+xVT0aUiwipRKtCE1wRyZQg/Mq7mn1zPWzxJRROFI2yLlSx3Z4btwMT+Yd/+2XfmMpAJN1JQYz1F5/ahursh7Daj4KipJzeSzHAZT9UlZiznRJy/OUibnUzuzy4KCunNY25Svf5PBOmATH3VnNnWnFnWnFN72+zd1Zxe604u60bL87q7g77bfNKu7OarZqb9d048L8p3/60/zY//sO3/tDP8v//Zf+DV7dPjlMuK4cOzngRfD+5LgU54RKPGfNTAeBptNK7RiGcTqb4tD+LPB9wN8BPgf8jfMeKFIS7psMdX2xj2OGwzCM543T7NY4lWI9j+okfYGS91pSL3yfA+uQp+rMDg7R8Hzs7lqO4c3Txszf++U/QPpVeaFEG0n/3PWr+mV7/3y0r+vfPLqvLNvo06jxzhGcEJwwqRyhCVS+hLsH72jC8OdXzyt/dHtVntdH9lttX26rHLV3F9LCMIzr4EN3Jvyf3/fH+dI/+8NTnVko42XWlHI9p00jXa9zcNo+RwSaODm9wztB8mqMG4ZxlNtSOa6AHwW+HfgS8FcpObU/DfyKqv6T87blnKP2nuyeDo0zDMN4mRinUgycdfffOymqmWtOxPpq6+DkqKo5sBvAK9sNv/LX/vRtd8MwXhg+9cYOn3pj58z9nBNkmbJ2St4rRbfPn9MBPWsvi4AxjJO5LVGojrISO+bnL9kWVR87fJ4aXYZhGC8qx6VSDHf/VTmxjux57/gPapyGYRgvM+exmZnihGZOFsyz9DfDuB42JeT40oicLnVuGIbxMrFuD4dFW7OThmEYN8fS9p61n9lmw7gyz71DCywl0c0oGIZhHOUsISnDMAzj+jHbaxg3xwvh0JqxMAzDOBmzkYZhGDeP2V7DuBlEn8Migq+++qq+9dZbt90Nw3jp+MpXvoKNPcO4eWzsGcbtYePPMG6HX/zFX1RVPVMk6blcoX3rrbf48pe/fOL7KetSidPujhnG9fH222+fOvaMm0G11AQVEVMcfkmwsffyMpTjcn1ZLePmsfFnGLeDiPzSefZ74WSBS9H4UqYi5edv9dkwDOMsshaxkaxKNjtnGC80qZ/T5Ocwos4wDOMmeOEc2qGoPPSF4w3DMF4wxpbNzJxhvNgMQ9wizgzDMI7nhXNooSjLBWehOYZhvJg4J1TeUXlnk1zDeMEZ5jSWXrA5/B8//7v85G+8e9vdMAyj54V0aMHuZBqGYRiG8WJgc5rN4q//P7/JF3/1a7fdDcMwel5Yh9YwDMMwDMMwrptp7Tls0213wzCMHnNoDcMwDMMwDOOczOrAQRtvuxuGYfSYQ2sYhmEYhmEY52RaeQ5shdYwNgZzaA3DMAzDMAzjnExrz7wzh9YwNgVzaA3DMAzDMAzjnEwrz6E5tIaxMdy4Qysi/5qI/GMR+WkR+cF+218RkZ8Rkf9dRKqb7pNhGIZhGIZhnAfvhZT1trthGEbPbazQ/g7wp1T1u4HXReS7gc+o6r8O/CrwZ2+hT4ZhGIZhGIZxJl7MoTWMTeLGHVpV/UNVnfcvI/BtwE/2r38c+K7jBUM7TwAAIABJREFUjhORz4vIl0Xky++9996z76hhGIZhGIZhrOGdkNQcWsPYFG4th1ZEvg14FXgIPO43PwLuHbe/qn5BVd9W1bdfe+21G+qlYRiGYRiGYaxwIuR8270wDGPgVhxaEbkP/HXgP6A4tLv9W7v9a8MwDMMwDMPYOIITonm0hrEx3IYoVAD+N+CvqOofAr8A/Mn+7c8BP3fTfTIMwzAMwzCM8+CckMyfNYyN4TZWaP8c8J3AD4jITwKfBH5KRH4G+JeBv3cLfTIMwzAMwzCMM/EOsuXQGsbGEG76hKr6t4C/tbb5Z4EfuOm+GIZhGIZhGMZFCM6ZyrFhbBC3JgplGIZhGIZhGM8bzsr2GMZGYQ6tYRiGYRiGYZwT7zCH1jA2CHNoDcMwDMMwDOOcOKtDaxgbhTm0hmEYhmEYhnFOghOyrdAaxsZgDq1hGIZhGIZhnBMvQjSH1jA2BnNoDcMwDMMwDOOcOCcAtkprGBuCObSGYRiGYRiGcU68FIfW8mgNYzMwh9YwDMMwDMMwzon3vUNrK7SGsRG8MA6tqlroh2EYxjnIWVFbWTCMG0HVxtuLxnKF1uadhrERhNvuwHUxJOdrBt/nNhiGYRhHyVlLmJxCcCBi9tIwnhXL8QZ4WeVeGs83wzzTQo4NYzN4YVZoB+wuqGEYxsmYhTQMw7ga3kShDGOjeGFWaL0ICtjNT8MwjJPxTiCDYKuzhvGscf14U2x19kVicGitdI9hbAYvjENrFwrDMIzzYWkZhnFz2PzkxcOJrdAaxibxwoUcG4ZhGIZhGMazwnJoDWOzMIfWMAzDMAzDMM7J0qG1FVrD2AjMoTUMwzAMwzCMc2JlewxjszCH1jAMwzAMwzDOia3QGsZmYQ6tYRiGYRiGYZyTQegrWw6tYWwEt+LQisiHReSXRGQuIkFE3hKRd0TkJ0XkH95GnwzDMAzDMAzjLIKV7TGMjeK2yvY8AD4L/PBo24+p6l+4TGMpKyllRCB4d+naikPoiJW0MAzjeUNVSVlxIpcqEzK2f2YLDeNyXHUcPgtOG885K1k3q7/PA85yaA1jo7iVFVpVnavqB2ubPyMiPy0if/mCbZFViarErJc2LoNRz6pWV8wwjOeOlBXlcmUkxvYvxmy20DAuyXgc6gaEo47H9nHzo6SXtxsvM8PNgZxvuSOGYQCbk0P7NeCbgc8AnxORb1vfQUQ+LyJfFpEvv/fee+PtCCCUO2aXXZ0dH3bJJgzDMG6NwfZdxnyNbZ5zx283DONsxuPwsvOR6+TI3Oa49095zziZYHVoDWOj2AiHVlUXqrqvqhH4IvBHj9nnC6r6tqq+/dprrx15L3jHpPLUwV06RE5ECK78bcJFyDAM4yL43n4Ff3GzPrZ/zjmzhYZxSa4yDp8FIkLlXT+2nx7PoX9vU/r7vOCWKse2RGsYm8BGWDAR2Rm9/BPAb1+ijStPvq6jDcMwjNviKvZrbP/MFhrG5dnEsXNanzaxv5vOqg7tLXfEMAzglkShRKQCfhT4duBLwE+JyJ8BFsDPqOrP30a/TiJnRcSMvmEYm4eqoooJuhiG8UKzSXOxITXDRKEMYzO4FYdWVTvgc2ubv/82+nIWMWUUQKHyt29EDcMwBrQXwwPQbKrEhmG8mGzaXGxYobU6tIaxGWxEyLFhGIZhGIZhPA8Eb3VoDWOTuK06tM8N3gmqpvZpGMbmUcScsJBjwzBeaIJ3y5DjTWCoQ2ulzQxjMzCH9gyKOMpt98IwDON4zEYZhvEysEk37fxS5dgcWsPYBF6YkOOc87mLmF9nsfPbKpy+CQXbDeNlZ5PHYc6ZPCopscl9NYwXjauOt+dlvK73s4jUXU/fN/k7GFZorQ6tYWwGL8QK7byNdFkJIlTBnVpPLWUlqyLoleuudb1eu5ebu3M4FoG5yfMahnGU2xj/56WLmSeLDlVluw6E4K/N7hmGcTo5a+/oKNUFx9v4Gh/cZij6nsQg1OSkrFh2MdFlxYtQB3elvl/nXO1ZMKzQWsixYWwG1+LQishHgI+P21PVn7qOts8i50ymvwioEs5YdB7u+F3VBI3vHN6kORvfDDQzahi3w22N//MS+4gVBZKCyxlENrKvhvGiMR5nqnohx258jc9abphtIoN9WT7X0l8oyr9X1R4Zz9Uu+h3eBMuQY1uhNYyN4MoOrYj8APC9wK8Bqd+swI04tM65chdTFe9kKaV+Et4JKesyXOSyiAhOiqG9ycUZ5wTNN39ewzBW3Nb4Py+1dyTvUIU6uGuze4ZhnE2xDUN++8XG3PNyjR/bQO/K5wzeQcp4J1eOWhnbrE1zZmEUcmwrtIaxEVzHCu2fBT6tqotraOtS1MGV2JxzUIzu9RjHcofu5g3tbZ3XMIwVmzwOvXdsT+sj267L7hmGcTpXnWdssm0Zs95P7wTv/LW0fZ1ztWfBMuTYVmgNYyO4jsSEfw5U19COYRiGYRiGYWw0frlCe8sdMQwDuJ4V2gPgl0XkJ4DlKq2q/sVraPtctLGoeTrpc06cUIXVXcKUtQ/fkWU+hpPzh8QMxw9hNWehqqRccj78JscMGYZxLOcd8+Ox7mQVfnbTIiZDP8bnXrdD48+U9eJ28CJc1GYaxsvIVecmZ7V5Vjt5EF46Ya6iqsSUSbkIM53Hrh1niy7K8zCH8n5waM2jNYxN4Doc2h/p/26FnPNSAGXeZerKg4LPWnJRVJchIXkkYpBUcecI6RkfX4z62cekrKuLk262SqFhGEc5ajNOF2XJuhItUV2JweTe/twU+Zhzj/smWZeCLYN9Ksedzw5ehMvYTMN42Tg6TvJSQekqY3J9vnNWO8Oc6KS5StYiKpehz2c9264dZ4suyth2beocylZoDWOzuLJDq6p/8zo6clmcczgyWYTGO5SS0THYPxFB0F5avtwFzXp+cZT148/VJxGSat+PzTPEhmGczHjMnzV6ZfQ4Hvc3XcZniE6Bke0b98058rLEhiwnss/CPl3GZhrGy8Z4nHjnlmPyKmPmomPvrLmKjP7cOcuTHWeLLsrYdm3qHMr1i8+mcmwYm8F1qBz/C46pXKGqn7hq2+dlUp/+MdbDXvwF735eNGzGObn2VQ/DMG6O84759bF+W+NeRKjWVkLX+zb+TM+6n5tYN9IwNo1nMSYvMvbOmqs4JzQXFHk6zhZdlOdhDjWs0FodWsPYDK4j5Pjt0fMJ8OeA+9fQrmEYhmEYhmFsFMs6tObQGsZGcB0hx++vbfofRORngP/iqm2fl7ZNzGPCoTR1QICDNhFjZmsSqCuPSBFFGcKRs4LmTEYIbpUHEfxKxCRlJWe9lppqhmG83Az2x7mVLSqiK4pIKbXj5OQQu65LdFmpfKn3OLZp6/ZpEFWJKeOG+pCsJl/rNi1npY0ZL+BG/ch5CIk0+2cYV2E81s8rrpSVY8f3sCp40XnJVcbzWOxpLDhVdEx6rQGRp/rbxTK5qkalFWPKpGUKREmJEMq87Lzfz0X6nUtC7pH+nWQ7z8vy81vIsWFsBNcRcvwdo5eOsmK7c9V2z0tKib0ucth2oMJMi4HdayNdl2i14r6bEPocFQBN5Sox7xLBO7o0zvUoCskpK13KfV6LUInb2FwOwzA2m5RHYi2pTCpzVmJKRC2ToimB4I6vvaiqHMRElzI+CjuTqr8xV9qUNeGUlJXDLtHGYuOaPj8v9pO4OrilTSuCeokuFzXTWeUJvVM75IdJvvm8YMN4kehSJvYO4XnUe8fibePxnbOu8jYvMC5Vjx53Uad2mBMpUHm37NMilm1tVupQbMrwXkyZrlcBllQc1ZSVNmUO2wiqiBOa4FEtn2XQI7guezN8jzHlpeq65pNt53nxo4UPwzBun+sIOf7vRs8j8BXg376Gds/NyheVI3f3BPDy9J0+kWOSfpfvrQybTd8Mw7huhJX9EZEyqTvnccWmyfL1mfv3KxIwiMQcb/lk7bH07cTdDcO4IMeNsVP37282Dc83geP6NAhLjbct9z+ujeGvmL7lccKz+axDn0Wut4TYMuTYVmgNYyO4jpDjz1xHRy6L957dCUy9x3tZhu41zpGzUtce71d3DQFEynvbjZBzqSc2hPD43hn2ThAcQYvs/KZcUAzDeP7wTpC+MoeIIFkJQQBH3ec7OOdOXJUQEbabQNdlqsqv9hu1OSZ4x0yEJuUisNLvH/rHsU0TESa1J0TBuWIfV/uvzm8YxuWpgselXGpWn2P1cWwzxjg3nsucf1yKlPSqYSX0opSojb7G7ej4OjhSUnwlQ1Tvsl/eO5rh8/RzK+eE2jsqVwEyqkix6tt1O56SIYSj/ZMTbOdF2oXTRaH2FpG//Qu/x7/7XR+nDiaUZxjPkis5tCLigXuq+vX+dQ38e8BfVtVvuXr3zof3Hr8mxDeZVE/tNzZcxSDLUnrdHxPmN+xjGIZxVcaTwPHzEM6nIuqco2nc2rbTFUrdmkLpcXYOemXS6ul+mCNrGNeHv0TFhOO47LgUkacc5Iv3Z20VVqS/OXd8mZ7jPvNFv4erMnyP4/5dNaR5iJSJpzi0P/LLf8B/9cVfY94l/sPPfNOVzmcYxulc2qEVkT8P/BCwLyK/CfyXwP8K/ALw75xx7IeBLwJ/BNhW1SgiP0jJv/0lVf2PL9KXvb09YoxUVXFivfeEEMg5430RhIoxAlDXNaq6DJtxvUc7hKToWviITegMwziO9dC7nFcrrWcdMz7uuH3W2zzuveE8wz4ppX71xx3ZP+eyKuS9f6rPQ3s5Z9q2xXt/xEYeScEYPd+0UEjDuCku89tfH0vnaeckWzGeq4wfz3POgcEmnDTG1+dDInLEvoztw3g+NW5jCPEdznVcn477XOvfzfhc4/eP23Zcu+P91891lTBkd44V2oO2zDu/vre41DkMwzg/V1mh/c+Bf1VVf6sXhvpZ4M+r6g+f49gHwGeBH4alsNSWqn63iPxPIvKdqvoL5+3IP/3qI97b61gsOu7vNrwya5hNK5oq0ISAiPLksKMKnruTTFUFkhb14mklK/EFLTEoxfgVg+XFxFAMwziKqi7vzHsprxd96HDtj1fpjL3IXMpK8O5Y2zKIRwklr3aRMl3M/QSspLSmnAnOM+lXVA/ayKKLtEmpvVB5z6T2Rbk4Jfbnkco7ZpXHBT/KqYXUq73Pu44Hey1N5XllqtSTQFbFsQoBHPo7FqUJzpxa4+VhfdyfZ24wHtODXThrDA3nGVTKvStK5bEXZUop4b1b2oVx28Byv/XtAF0saukxJpxzRfG8D4N2vS0r8yFdLsbGmGhzRoCtOtCmTJfK62H+lFWXefuVd0UgCuiyon21iEyvA9DblKFebTekXUh5f5mXquU8SUu6RBN8EaDqBfLq4Kn6zzfY1+Ddke80ZyXmTBszoHRRURQnwqwJReDqCmHHp+XQDm85s5GG8cy5StxHq6q/BaCqvwT8i3M6s6jqXFU/GG3648CP989/HPiu9WNE5PMi8mUR+fJ777233L63t4dqMYj7XSKmYsAWXbEkMUZiTGSUrJlFLoZ+uFuXR0qCy0c1LRTDMM6Hcj57MVSOOG3fwS6N28x92YmlSrIO21Z/MWUyupw8q64eoUwQI6y29+0OJS3aOGp71MPx4sO6nTSMlw09ZjycfcxqTJ/V5vq2dduytAnDYx+dsd7EaWN1ZVdY2oFxX3X0fCCl1XkGB1b78w9tDM+Lu1g+w7B6qaxsyXhF87iV0/XPq6PturY957xs4yQ7PLa72tu3Yuf67VcwaF5kWfLxONqRo24YxrPlKiu0r4vIfzJ6vT1+rar//QXaugv8dv/8EfCt6zuo6heALwC8/fbbSxO0vb3NN76uTKuWynXUzYTtScVW7VA8tQdxjmYecU7YmQTECSmXu5LeO1w/qXOuiAa4UZ6Zrc4ahrHOsGKp9KsKzi0nRieVwwhOyCL4PtztONvinRypPakKrpcDEIpicfJFlGVY3UADE1+EWcQ56iCIczgg5UAlEecdzUrhCcdqoigCkyrgXUsdHHe2694xFoKT5SRx+FzeyXJGbauzxsuEc6XkC5y/7M14TB/XznF2YHi/6oXihl1C31bjHYjgg0ORp5Q+vMjSNq0TnENQqkaWx3q32n9w/lyQpRM6mwQWsURsVMEhSfEIriqRIMPnE5Gy+ukcwZV83S4p4la1X51fqa8vxaNGtrTQfyYp87TUr/B6VyLoKufwCN6vyh8NdbP9WhhxeX+1CtsEpa/cWISurjDHc+70OrT7ixJyfFqerWEY18NVHNr/maP1ZtdfX4SHwG7/fLd/fW7evL/Dm/dP32faHP2oYx2WYXJanl/kzIZhvKysT4SqM1QsV3bmZCMztkVDm9UZgTTT5uT3A9DUZ4tOVcCb9XR13AniUQMXrWFpGC8KF/3tr4/p87YzOHDHtzVsP76Ns8XiTrNBoz6MHMxpvdpehfN/B3VYdy6P79OY8fflkKfma8ed38vJ7R/3XV4Hvne2T2IIpZ536drPbRjGUS7t0Krq919jP34W+D7g7wCfA/7GNbZtGIZhGIZhGNfGsOp8El0q7y26U+KSDcO4Fq6icvw/nva+qv7FU46tgB8Fvh34EvBXgbmI/DTwK6r6Ty7Slx/6sV/nt995wKxu+eSH3+D13Rl3Jp7drS1mjSc4yEnpUsYFz9Q7QvBkVWrvQAXnS21IX3kqJ1TBL4UZBqH6QdDgOMGXgUGMwZ+z1pxhGC8OqsoiZrqYqIKnHoW0DbZBsyJ9bF8bi+jJInYlrysqSViKOFVVIJTYPPbnLVFBNNOmkjc2rQPeOUSVeUzsLVoUx8Q7DrqIU2U6qWij0qZIFQI7dYV3MI+JLimNF8iZdw8jPiuvbdf4qkIVZk3Ay0rMBdXl8yEkepjO1VcM3zOMizDkiw+iSbfNRfuTetEn4IjoUx4GVS+QhAiaM4ukeIEmlMoNqT+XkxLamlWZ1QFVpcu6nMcMIlChn5MoIKq0KROzMgmOqm9T+3z8IcRXFfYWHYsuMa08VeURpESj5MyDeUtsI8EJPlRsNx4njjZl2piW86BBq2Sogz3k8QMEkSKoJzDxHu8dKWfmMVMBhymiKky9Z5EzWWFaOWIqondOhK26QrwQBKKCpkzqhfqCSC/CV+zYIiZSzkyrUL7LXhTrMr+hEk5+skM75NC2pyXaGoZxLVwl5PgXR8+/H/hr5z1QVTvKSuyYn79MJ37nd36H9/bmPOki7xzOmW0lJlVHTErj5uToqZu6lKXoIpMM0SszivF2CDEnavHkpEyDI6kQ+rxaWIkJIOO8s6eN31jQIPdtG4bx8pC1qBBn+kcnuN7WDLYjA06V2N9kKwrFRbgpxVRsTa0cIoSgdCqQE20uxx8sEs71oi2LRFOXSdVhl5i3GZHMvE2QPYqSKMJ4MSspC5U4nBf2F4kgsB+VJJnFYUvwjidtYsv5kdhLccC1N4jSr0oEEVIvSiMiZvOMG2UlklbyOW+bi/RnEGcbjnHISlRp8Gd74SKH0uWh/T4P1a3OmdJKMXneJkKf+pAUXK8QDBBzJkjJJe1SySNVIGYIWkKNVVkKJpGVLiYWsTiHB13HlhMQocJx2GU0w6JTYhAal+mSxzvtlYmLunDQ4qg770gxL0vltClReU8bI0UDGrxkcMIiFsf+IGWilrzYR4sFXhxRFcHT5eKQl1zayNRXzKMSvND2Ks4JSL1MVRJHVmXeRUCovCIp0zh/6d9QOGuFNvYObTSH1jCeNVcJOf6bw3MR+Uvj1zfJxz/+cV7/zTmPDw750NaEj96ruD+t2Jl6ZltTJrWjEkhZioy8c0yDo/KOpFpy1LJDnJRSGSK9mIHg0KXQi8hqhfYkIRTp75YOd2kNw3i5cALeOVQz3rmlHSgiKGXW6PvHyoOqAwJIh6qQxZMdBHFMq3K8F8B7mpxJGXYnnjYVec5p7Ytwk4JUnoyiKkxczX5MeM1sTSrmXWCROprKM619Xx7DH1mhbacld3anLqskwmrlIgPiZVlSo+oFX8S55U08s3nGTeKGmygb8rvzo1XTsxjmCkv7QKkrnVNG5Gj5CRGhcmVcO1lFiC1XaIPQ9iu7k9ovlcu9UEr7UCI6gnN4V5y6ygv0Tm3lV9FkIithKO8EVwW6rLSdMqkCobcLALPa0SaY1GVlNDhH5YdVSwdaxKFK+cPisIa+RE7KmVnwZKCpAlEhaaZyjiACwdHGzKTyLLIQk3J3MmGeEl5hUjlCcrQp4Z1j4stUdhKEpFA7wVeerheJ8n0fSuGeofSZlAg9Lm+7BsGqk+hshdYwboyrrNCOuVUJt89/7tPPpF0ROSKOcra0Si8+sAF3iw3DuHlEpNSHrZ62FselKlRLtZPmzLbrcLYFeu3MPU7mjSscaxg3zaZda10fjXFeilDR0TF9YjqTd9TV2vlG59qeHH1z/Cp4d6Td4TsLx9iTIrjkjxx//xhbNvTg1Z3jp5DFrlXHvnceajyz3iRuj7ZfVnV0zPYV+rWOP2cObWcOrWE8c65Sh9YwDMMwDMMwXjpcvyp/EsscWgs5NoxnzlVEoZ6wWpmdicjj4S1AVXX3+COvn//mi1/iH/3jSJvhO/6o8Mc+/GHe+tCrvPXqFi40iGa8L+EtEwd4X0JkQskTK/llUAn44BBZ3dUcwncGEZTU52Z0GYLApC8HNIgelBQTeeq4i7Le3lW4zrYM43lkuIt+mvDHeJwMN92HbZWXPlRuSKwv4XpDCGBMudRbpJTaGc6Tc6aNSoqZULkSzkfJR82qaM7sdQmHsFUJCUfOJRVCgL3DlnlS0IxzgcordVXROFgk5cm8QzUTnCflxH6bOZh35NQiUiE+c6dpqOtApkSZtDHifGC38eCKaF7Mmd9//5Csypv3pkUAJjge73fsLUqosgBb05rKDaIuggdC5fFSvuMhhPE04bxn9f8zXkyuei2F818Dz/s7G/cp5VzyUAW8L/mpmhXnSy1o6evIighdzEtxJOeOzhNEICYt+en9GFLVXjyq1J6ugyPGxEGbIWeaJuD70P8UM7mfkglCCOX40t/SbydKm4pokor0wk1K0rLaPZkEcp8XfzAv4klN7amDL2lXWmxIVGXRxj4vH4KDpg4IMK09sZ8n7bcJzcqsqfrUiCJYhSaiwuEiM6kE5xxdKiHDkybQdR0PDyJtysxqT+OFNpXvrHJKm4WUcglndsIk9GlizhFjx34n1K6ULEspM++Kfd6qi40VTaXOtndsNaH8ry4xP/K94NVJdObQGsaNcZUc2uuI/rgyP/ETP8GP/Fzk93t7cfjrytcefZXvmDveP2z52L1t2pxpKocXR/Cerdqj4tiZBlIqhjkBGWUaivGe1mGZo7MUekrl+eNFt8wxqaqSj7a6SyfLyd1yi17MUKrqU+1dlutsyzCeR3Jeia9IPn5SPB4nuU+WTymXHCwn0E9+hnbaWHLdhpYWXVrejRcJQHFqFzEz7yKLmJngSz6Xd0VpM2Xmbcf+IlEHz34nNL0qadVPZt/fm7M37+hSYqepAOGV3SlJMxrL+4c5ExTamHjcZQ4XHY/mkcYLHs/9rUN2pjWDj7k3T+xOAh9Unns7E7qYeHAw593HLTll9to533B/B1AeHrY82m9RlK06cD81RQFeijMr4thGlyrwJT9N2Op1CG7q/2e8uIyvpZcVHVuO7f6Gy0nnOe/vbOiTqrLoEhmIIoRcVHa7lGn6Xlc4tM+Z7XpnUVVonH9qnrCIiaRKxi3nH23MdDkTtOh6PFlEFjEx7yJ3RKm8p6mEw1RsSlYtCuual0Vli5CU0LYRnDDvEilFugxtV+yPc8KulO9gHjv256W9WapK/qyA8yW3NaXM3qJlfx6XObLbk8CkqYsAnsD7ewsWbUdUZTtGJpUnC8Qus+g65jHTdRnvIThP5YV979lKNU8WCx4+nvOkS2xXrp9nCXXwpFxscxsjlROmTU3wwrSp8F54fNCSUtEbuL9Vs98mHh22VCgfoEynDfNOCaI0TUXWzM6sQfXs+tvreCdL0a3jGBzahTm0hvHMee5Djj/72c/iRykeTQV3tqbs1I5ZCHgv1E6oe0GEyhehhOCHO75F7MQJVK5MNgcVPlm7YzcIB4ReEMWLnCgSNd52lYnddU7dbBpovIyMh99JQ/HoeC2PzslyzAz2YGCcVTasHA2CKmNHt5TVKO0Mz4fjS6kOD/15Guf6vDpX7JDrJ3pOmLgSMdJUZeI59atyE02/QtFUjtoXoZOJE6aVo6od08ZRBcckhPJ+7XD96oWjiMfs+HIeH4TtqvSj8SWXrhaYhuLQS9+/gCuCL1I+u+9Xo4bPfJ2c5/9nvLgMY/Mq/3pZezxtn3LO8/fJ9ZLDrn8u0N/sedp+rOzC0+0M+y//ZCUetXxfpIgm0ZcGHNkURxGk830fVvMYWZ4v+FKexwtUvi/B44vzHBx4Vz5D40OJvhDpS++wnBvVrqxEe+eoQ7mxVfl+Pyn2RPr2irPrCKGcJyA4D5UPVK7YuCYE6srhfLE7wUHlfFl59UXwaeo9lRTBqCa4soIdyoKCuBIl48QRxFG54vwGL3jvqYNQ98+r2vfRd6U/RX9KjvwvLoITTl+hjZZDaxg3xXWJQt0q/+j7v4e//bf/AW+99Sr37t3jzp07TKdTZrMZMUZCCKSUAAihhNR475fhOExZbhsYLgRewI1WWEXh7qwhpYTvLw7wtFH0To4cdxGGi8G4vctynW0ZxvPIecfAeAxrXyJjWCkdJq1DO1VT7MhgJyauTJrGk0iApiorDzu9aMvQtlTF/uhEeWWrrGrUdb20U0Mbr8wiKU2Xx1VVRc6Zqqrouo4P7TZHPlNKaWnzhkfn3JE+5ZyX5xs+g6ry0fvzUtt2Ol0ec3+7Jsa4DOcTkaXtVNXlcxGBypNzXu530/8/48XkKtfSgSF897Q2nBNkWdXg9HOt+uQIXslZlvOHkp4QjpxveJz0436wJ+ufbdasjlsIoCQIAAAgAElEQVTOPypP3Q8A5xw7s5ppXI1p58pn25nWy3Dhp/tfjpdaSCnhJsWODON1ff4DgZ3GHzkH0I/5Yqfuz4rdGo/5wT7knJlVs6U9c84tbcVgc3LOpJQIoUxDh+ciwr2thje2q+W5nXOklEZhxfGoXQ6r7+3eVsNisaCqBvGnmjd2JuScqev6qTlhVVVn/jZO+x2cJgpldWgN4+Z4IRxagO/93u85dvtgLIdHYM1wn7xt4LjV1nF76/uctu28XPeE0DBeZs4zBk6Kqjjp+TCZGrafZEPG+43bWN78Gh233kZVVaOJ2dF9jnvvoozPd1xbzrkzzzH+Tk6zo1fBbNjLzXX8/y9qA8677/rYH8b7SXOC9e3r9uW499e3nTT/WLc1xzH01Xt/5Pk6dV2f2cZJLB32tf3GzrH3/ohtWf9Mk8nkxHOedf7Tjh0+17r9vgxniUJZDq1h3BwvhEP71n/2DwD4978NXm/gYx95g9deeYU7sxk7lcdVFTt1Q9KywuJ9IAShbTNV5QjB93cLtQ+rKe2W132Nx7Xw45z1qW3PirIaYrljhrEJrI/94fXYTrRtwnuWqxIx5j4sWfqVgRKmq6ol7y1nDhdtn9vf9PYolxWg4GjbjocHhyXcuF9RiDnhXMA7IcbEopszj0oTAosYOVjMOexaaheom4oa4b3DA3xSPnTvHtOm5oP9fbw47m3P+L/+6T9DEL7nWz6N5IyvKzwsazk6KSGBkzog0gvm9asTZRWl2MyqKnVsr2IjS7tlldzs3ovDcC27zO/iqtfB9eOPa2/43aVehGn4HY9/izGWbPEhBHfcFqzClbsuE3qxopyVtk3EnKhDoGkCOevSFlSVP3IeUBaLiCo0/aptjENESF8iyAkpaS+OVMJ6S5tKTIngpR+nfWqVOECX47LrSr7tEGacMyy6jjZGcI7aQZdhuwksuvKZt6YT2jaiFNu0aFtS//9MOeOdpxJoc2YSapxTHh0uEDLBB5qqwosjqS7FOruUWLQt4gPBlRq1lXOIFJsybyNdTniBOlSo5iLK6QRxDo9yGDO+P4fq4DgLwQmLLjGPHVtNjUNoszKtAlmVpvb991JCqi9K8OcThepOS7Q1DONaeO4d2sGZBfhffrU8fuv/9w73d9/hE6+/wkfu7/KJD+1Qe+HetEGc4/5OQ0yZynuq5LgzqemyElMmZC1KgoNARCqqpfTO8KB0mlWPbHtWlIlrr1SYTeXTMG6TnHvxqH7sqxbBmZxWztui7UgACXYnjnkvGKWqBOeYx4Sj1JVV4GDR8f7jfd7fb6m845Wdaa9mmnF9fv/XHuzz1UcLsma2vTCb1TxpE7Vz5JgQgT98OOcgRrpFpI3wzv4BXbtARNiZTomp5Umb8U54694es1mgbYs9+cq7v8M/f1QmZ7/1lQd85zd/mqYqbeMEcZ5JcNyZeu5tT9mqA12GmBJZYeIdSFFWbaIvAlZF0vnCNjJl7ZVjleAEjzO794IwiCDJBQV4xtdBLiEMthy3o+OH9nLSpVJ5VmXercL+m16CePgtaizCTkmViRZBJunfjykv81m7VPbxCerKszfveHS4oO0yO5OKnVRTBcdeG6m8w8eiJtyljBc4bCMPDxZkhe1YIQgHXSQnZVJ7tpoKB704VKKpPHX0xJx4Mo+knAjeE5yQtawkNsGRlF5oKrE/70oaQ/A03tHGxIP9OV8/aPF9GsKdSdXn1xbxo1l1iAtCipkuJh4edkVpPUJysNV4RJVmUjFxQpcjDw8S+4eRrYnn3nbDzHtccHQZKqc83l/waJ5JlO94GjzOwaz2dEnZaxN7baJBubNdk6LS9b+JO5OKJ4tETJE2Clsho74oKm9XHlAeLiKLLrNdO2rvCaGEP9/fqmmCK4J53jORi98887L6HR1HTCsRQcMwni3PvSjUcaRU7iy2qTieOStdpH+e0bxK5B+UCpfP+zZWcvf6lPS9YRhG79ceu/3o65X90NGbQ75bznmZh6UoWVeTnwykvFIQ7pIS+1IfuS/xkXqnupTQUCIr29VlJVEeuy4XR1GVNmdyTssJbsyguawy5axF9b2fuGfKyutQ+mRZ00iHz1QU4ode69oXYHbTWOeiP4mb/g3p2uNx9MP32L6N5xSrbWe3Oew3DmNNS2VkSJrJOp6nrOYtCiQdnUdXNkdZRVMMeaxDSaDlfv1n0lxex9S3k3XZRjl/OT72Tnvb24nyBykquVQVYrFQyBT70p9neA7l88x7G6a9QYkpFXuipZ2uX7nOFNMTs6IZYiydHq+QxtzbUMrKdZszUTOq0KVEYvic4/nf+f4vx+GcLJWxj8Pq0BrGzfHcr9B+5b/+nuUq7WffhA/vwMe+4VVemc64tzPjG17dJlQTdptAwlE7paprJCeiOppKqILHJS2Kfn09Mieu1JYLMGgTDnfvvBPIK+XBZ8kgDKHY6qxh3DauH/vL5wC5qH4ObE0Ci6hU/crkpPK4qPiqvK5iRvpwOFWotibMqor78wXOO3YnNSJCTBlFaarAnTpwb3qIE+HuVkVSR4od6gJeM6jwja/M+eAgsTsVYoJ3Hu3RtR3BebYnDb5S3n3UEiTx5mv3uFMF3p8vyAn+zL/yUb74678GEf7Nb/kWxCm1DziUedaiUOqKQuh25XGhhEjmnFF6lXjvaJPShHEI5cVX04qdczi0V1U2u/ei4Jcrhhc77thxd8Xjw1pfvBNEhVlVHEPf//ZUWf0Wg+BjiWQIwR2xAa6PUhiUfmOGOggg7ExqaueJKVFXgWnjyQq7QKYolGeFpm/jjhNqcSRgqwloLiroitLUoa+0IFTeM4sJH3wf/uqY9sKXQQQZSo1lJVR+6QDmuqKbZDJQyVCzFu5Oaz4Syy2xxgkpO2Z1GdcpKzvTqqw+97Vn9xYdh13Ei5BjwlcV0wCLJEybQOOE9/cXRBKVeLabiknwzKPiJOPE8eE7kSfzlklV9XV9oQl9xQmURUzszTsmlWdaV2jOzGNmUnkER3DKw4Ui2tGE0Nf1VSofCJUwbyMHi8h2E4qNysJW5VBxTILDh1J68TJ2xsvpolDdSBTqssJThmGcj+feoYXi1F6cox89hKeFGOpT1q9vcpJlOWSGsTmsj8enbYEwrcf7Oyaj12EtVyvgmNSBO9vNieec1IFX7m6d2q+PsHvq+8fxydHz/+hDf+LCx68z/gRXsVu+3FW8cn+MzWK4QXsZrnodXD9+vS/L184fmR0MOasDITw9MSjvj/c52oZzUlKXWIkgeQFfhyOvl204z044KnxU18eJWQL1WCzJcRWduNn0Ygff3Zmeuc+dY/bZWXv95oXO+jSvXPH4y+LOUDke5852SfsbHIZhPAteyJBjwzAMwzAMw3hWeDk95LgbhRpb6R7DeLa8ECu0Y2EogCnwqTvwiY9u8Z1vfYhvem2buirqd7NpzawJOBG2moqmrwsX+3Af74S9ecdhzFQibE0CgqBSvP9JHZaiUMLR1ZZBeCLnokh4EBNoZlpXBO/6AuYsRQSGsCHDMG6XQXQm5VWdxMo5VMqayVCeYX3MD8fuLyJJlcY7msqXPK9+opO15KPOu8i8S3RRaSrPtPJLcZp524GsRHNSG0tuWcyESnBZef+w49HenPf2FmQcu3Xp47t7LW0XSYBLiXcPWr7+wRN+//Gcxbys/DQBqgoe78PjOcS22LO6hkrgNxZHv48/sg3Ow0dfEXa2Z+w0W4QAb+xMyQhbVUUkEWNmd3vKx+9t8ak37yA4DmMk5cxOUzFtKjT34ZqXEF0xNoexMNOz+F+OhZvOujYO+w576KhPJVT/aB+HbU6eDmFXVdqYmXcJRZmEUvf1sEu0sYg0Be+ogoc+f11VWXSReSr5nbWTpYqwKsy7SJtKWCyaUfGIlhDkqFD1tV+jDr0Xau+og8M7x/6848mipQqOV7amPDlccNB2HMwzbYrUwbHVVEyaqqRKOfj6kwUP9ubsHS5oVZgGYRJcCXGuA/M28sFeS6uZ7TqQUR4dtmhU1AuLLnN3Gpg1NXuLjvcf7RMlsFt57m6XmrOHMfJ777ccHh7gnePRIpKzsjsN3N2uebjf0bUtSTxbQcAHau/5+uMntB0kIo0LzFVpPFQS6ERoJDKZTvHOQdfx3l6Hy5npNDANgVYdbY7QtagvMeFV49muHHVdkTM0QcHVLGKHpswiKx7htTszdhvH154sePfBAdPKM5t6mqrmI3cb3v7EG2xNT46OOQ3vhEU8PYd2UjnmXS55tJc7jWEY5+C5d2jXnVmAQ+DBI7h3P/Jwf8HXZhWvbxWJ9zRf9BdLR1MrPhWRBeknlsW5VTKZqEUVUHMqpX1YE4laO+/wOqnSpkTSDAptjHhX9XfyVhfToXyBYRi3y1IANedlXl1SxYkUEZGxcNxaLpTq6v2YlWopvjIIkBQBlS4rbVdUgWMSuiC4XErudFlBha5XSj1sE4uU0Kx0yQGZ/UXkyUJ5dJjxouQOJAiP54l5m+hiRiTzcH/Bg/mcJ/twsAcuUEKgFQ5beJKKjQSYtWOLtOLxQQlnfDBVFtrStsJ2M+E9DvGuop0KXdfiCIQ68WRR+uB8Kk55VhYpUScH4vD9d+iOPZvxPDBeiHoWGk3rAkqnXRvz8mZReZR+pUxGgknD760IGg3tHr0GD+dSIPY3smJWXNLl9pRBHPg+X7y0DZ1CTkVYDe8IvhzTxtTnl5dc3EUHTcjkpKiUHNnUdYAsHfMqeLqcCeoQLWOntJVZtC2LpLSx3PjqSlIvsuiogke8JyWlS4l5F3nS9Z8jQmoAycTU0aXEg3mLd46kEU2ZeYbDRcI7SFl4LJE2l/M+nBcHP+WEVB5JmcfzxP4i8v7+Ao1F0ElE6WIpNbbXCos2I2Ri5cEpwbU83I+oc+zFjm1XcnAPJBGkQpywlxNb0UPKRDIPD9tywy0nJj6BeLrUoTmWvH0HsxiYB6WqS4h3tUhAYqFKjAkiJCm/gcNp4MHDBfuLzGFO7HWeV3cD+52y33aXdmhdr/58El3K3N+qmXftMp/WMIxnw3Pv0I5FoQb+JQff8o3w5qtTPvnmfT75+hQVR1Jhqyp3X73ANHiq0K/QpkzT3x1NuYgK1M5ROcH7UCa3rtSdc1Iulut3kF1fi7JyDl97pANwpV0pKxRDvUqw3FjD2BRE+lIizi0rQQZfRGOGMZ+y9nUg18a9KyulKWdq70o9w6yIKxNo54pdEXEEIGqmdp4mhDLxFEfwmZwiGjwqMKsnzLtEQmm8RxCaasF2PS+lKSSwO60RDw8ezzmIiQmOJJkHjyvubwXuTx7Skek62J0UO/Zwr2O/hW5ePmRVldXbww5+7t3VZ/rUR2GrEl67v8urkwmhqnCV543tCYhQ+4rglXmb2JpUfOhuYLsJOHHMJZIVZn1kyoCJOz3fOCe9Aq4+k/Tm4fop51j99X3uonPl96WqRdSpH6vDa+DINneMl+yc4HMpPaVA0wssKaA5E0K57vvxubwwU8+8v5g3fQkuJ0LjoMuOLiea4Jl6R0LxQaiDo8tKqKriLKeElKqu1N4RvMOJsFsHHqM0PpQoBxJeMk3dMG9LacHtKhCCX4pXddOGpMpWU4SPJsEzqUOpXe2FRVKq2pMS7E6LcNSjQ4U7HU6Fw0Vidxpo6pq9NrEzCRy0iXuTmukkgCZei4lp43ljx1M1jodPDsnJ88rMsT2bsH8Y2c8zNGW26oBIRlzgje0nHHSemglUFYtFYmviwQmqDu8z074ObZsyDw+6UqJsWlF5IUWhzQkRRQjE2FGFwPbE431F1sTOpGKvzUwEkmQODhMaHPcnNXe3Kt7bPuCdBx27OxUNjlx5PnSn4u50cunfrJejKstjSiQfzOoAtKZ0bBjPmOfeoYXLikKdzPa0Ypuj4gjjV87JsSsNIjKqredo6uMFFi5Sf88wjGfPcuyu6a6Mg4tPG7fT5qgp9WsiMQBN5eGCoitjPnx/+9LH3iQzrqBKY2w0x/2ur4uj18+L7rt6flwfz+p31d/cHtNUvozZU46ZTY77rV/k93/8vlVo2JqtVg3vBM8d6mP3HZg2FW/eO104zrhevHMn1qEdVmS3+mvDwhxaw3imbIQolIi8JSLviMhPisg/vO3+GIZhGIZhGMZJeHfyCu0gArXdlJsiFnJsGM+WTVqh/TFV/QuXOfC4PNoZ8O334OMfbXhz9w6f+tA97mzPqCtomobXdhruzSY8PliwyJmJd1TeUwdP6sVhKl/uAsektLnkYtRBaCq/DHUC6LrEIiacOOrK9SHJLHPxhlCogaGgOaxCp+QYsYrU5/SuH38cuReqGnKPznOMYbysDGNwPZy41J3UpQ0YwvmyQkq55OX1q0NDODIU0Zlh+A5jO+WSylD1NuQgRibOsz2t+rzcMm4P25LfVnmPAE8WXUmBqD0O2Jt3fLA/54Mnc6pQszMNHHSRP3j3CV99/wM+mC/4gw8OeP8RtPvw1QRPrvG7Eoo9rYEEvAq88UoRjdq5Ax+7f4+P3r/Lq9sTPvHGXe7MKg5iwiHcndbQh2nP6tUq2BCOh2opi9LnKsPTolubyvg39LyEUw/XCXdKWO959jnpuJQzqqV8DBwN8z2pzZhKjnnoQ25PooslP3vYR0SWehYiwsG846BtUYVJVWqOipRyOSkphzGVvMww6ptzqCoHbYeIY1oFquDoYmbedTgpehuVF4SyyqZ9jdouRZJmPI4QAsE7ui5x2EWiZkRLnVfBsT2p8cA8RR7sd6ScmFUVlYe9NnLQZrYqYVJ79ucJcY6txvF4v+PBQYt2Ed/UVKIomb2DxF6bqLwWIayYiFn61KbMQcosDjtap/hckoH3FxEnnonPLBS+/mSPedsi3nOvmVGFQNZMl5T9riPHjofzQ/b3I7Mtz9QJ8xh5fzAuArOJ8PqOMA27BJd499E+X3uc8a7Yov0F1A0s2pKTP53CfB9SB/MMdYBQdLMQhXYB9S7sbMHUl+P39qFti/3ZV3gSy8S1AXZ3oWth4uCVV8t691xLznNdQeNhUk1IRPbbSENAJPJgD+7dnfCnvvnjfPbbP8Z0cvrq90l4J0shs6d/r8WBnfWlmSzk2DCeLZvk0H5GRH4a+Luq+oPnPeg4ZxbgAPjlD+CDbsE7r37AQSd85NVEVQXe2I6kNlKJsN9F2i7xGOWVrSnzlIrARFaiOmoC8y7SpYxm2J3VuKQ0o+vuPGWSKjFFvK+Iqkv10tAXdB+HR+WRcEUXM9JPot1ogjxMKob9z4rEylr2j1mpvOsv/M/HJMswbpphDKoW8Rb6HDvJLEWgkirkMhalz+3q9V8gl3z4nDMpKSoQ06BkU1RTYyoT2i4X1dOYlOiVUPneSVYO2zLR6tpIU2f220TXRtqYiyq6gz98NOfBQcs7TxbMwoKKzMGi43cf7PO7Hzzi/feV39uHORCfwXelwH7/B/AY+Mr7pZbknQ/g648/4L0niW98/S444bXdGUGU1Ks7N32unxOWOgSpF8MpN+xccXbcyvY9D/oC49/Q2HZvMsPkO50i0JV7EaXT9jmp7SH8Uvr/7SDWBBzb5qCcnGEpiHbc/z7nsp8Ciy5RBVfUs/u825QS+11kbx6X18G68jRVIMdMFyPzmMlZmWpY/q+8Zg7bcn1HM6rKJAcOYyTmTNtlpk0gqev7kJc3r9pe/EzJzFSRTmhj5KAt4kwOR+pvTJUbVo42Zd57fIADHsqcWVXzweGCNiu1wKzyzCMEr3z9Mewddjw46Jh3iaqaE3qF5YeLjoN5IueEqANX7M8kCHuLDlXlcRfx6iB3LFIm0gtcOmHeKfuHhzyag6+hZo+tSUUgs58TXYK9h/BkvwhbNVWiqaADDg+KLfDANspvTZS7dx+SOtjfh0dz+IBy8ysBHBZHswN4Um6QLV3AYwyWPILmEeyWQ9kb77/O4/JQA3d/t4QcDhoIFeWzTas5EWgPIVSRRVv2ubs/Z3v6dT79kTt86qOvnfi7Pg3XzxWPY6hBu92HHFvZHsN4tmyKQ/s14JuBBfD3ReQnVPVXxzuIyOeBzwN87GMfW24/ThRq4A5w9w7c3W545d6UO1s1jS/CDNM6UFce3yaCc9RBcCLUzpNROjLBOYKwdBDF93eY1yYuVT8hC9Kvjorry/ycICLTr+BCL7RBMcDj/WRk9c8ztxMpd5Bdf9Bx4heGYRSOjMFyzwnoxaGALIJwdPVwOMaJrCZOInhXyn4Nq3RJS9kRgC4V+6EayBoJTghSDIUAtRNaL2TvCd4zqylCMyJMKo+g7EwCbY4cto7ae3Znga028/gg8qiuidsLDg/gicL7N/T93aOUR9udwd2Z8MqsYaf23N1q2Kqr3h4Ks6bGueL8B++Xdmqwb65/7d1qhfZ5MV1HMjifk04Pl5XTrg/DyudFP5GwGivD9WwYI8CxbUo/lnL//KRulSHz/7P35tGTLFl93+dGRGbW8tt6e/3evGXmzTxmhlnY5rEzjEAIg2RLwkL2kWUZg9FIPj4eIWzLOvaRLVvHGB9jOD62JXmOsUC7LMlYaFhkIUCAwIJhYAYxIDTAMG/v9bdWVWZGxPUfkVlV/ev6bd2v+1fVLz/ndFdV/rKybkVlROaNuPd7k11tSR9hNoFkreAkrb4GTZO6bcSDEwHnqGKNaa7nbd8XIG/EoDSmVWJrwcZU4SBvVkAzk0r3BQXXiErGKqZBwYC1FqOKOosLSo8MZ6CqwTpD4SyZtUBgkKXPLzJHngtVbTE+0s8sw8JiqgAITlIJsUkVcC7Z4JxBY6QWwRkP0WFtRFWoNAlZ9nIhREMxKtNkgghVUEa1RwL0soyJ8xSSIVLjMsPQGfp5DyUw8J5RgKxfIXY2oT7spck5E8FNwDro9eDCENb6BldEXiM5rjpJ51nd/LY5yXfV5vl+87t6UvRHSwn0SM7scA3KA3A6U2WfHDovNkhOcw/Y7IHLoPbpZ8kycAb6PagCaC/ZPCnTSvBwAE9sDri4MeBeOXaFdppDm6JSuhXajo4Hy1I4tKpaksYyROQjwHuATxza58PAhwGef/75O0aQeaf2x771HWxvbzMcDrl69SoAw+FwGl7knKMsS/r9PgAbgx7e+2nokbWWGNPA04YVD8iIMU73OXzz0ssteZQ7/q6qZNYt3F9EyOZWT0+zz0lYIxjlyM/s6OiYcbh/HZZ+yaw0juisLx1+PXuzIVuwfT4cUlUJIWCMmY4TAJI71mKcHtcYQ1VV6Qa5qVX5tscNIQRCCAA4l/p4+e7H0wpXM37t7OyQ56le5Pb29nTfqqrY3d1lOBxS1zUxRvI8Z29vjyeeeIL9/f3p521vb0/HxjzPKYoitVWWUdc1IjLdHmPEOTfdp93PWktVVTjnuHOSbja5l0maRGzbaRXHK2MEWZGV2RZ31Dk8R3stOev3ctZgzeychzt/26OOmWd2Yf+ZR5oJnvnra6r7OqPI3PTa3b5nPqx4kNvpZxwOV277Zvv3Xs60HnV7DIDh3H1A+6993fbXy2uz25N227wa85MX16jretqP46XU/6evm+9grSWEcIed7fiQZVkTHTKzO0WWRay1TCaT6b1Me2zv/fQYAGVZ3mG7MWb6nlT2x0/f3/bpXq9HVVWUZTl93uv17rCjqiq89/R6vVTjt6ro9/t476e2A9OxRlXp9/uMx+Pp7+ucm+43Go0IIdDv96mqiqIopsdUVeq6nn6H1iZrLXVd0+v1pm3dtmU7Jlpr2drawtqjhb9OwjbRJotoV2SnIcfdCm1HxwNlKRxaEVlX1TYz48uB/+WsxziL0nF7w9bi3J3NMJ8fe3jbURfdw38//Hgcr9cN0Vk+s6Oj42QWTTSdZr/D29qbtEV/Ozze5Pksn6u92XLO3TVOHX69sbExff74448vtPNhURTH13U83Daryira/iCvScf1l5Mc1rMc/6Tr8KL9j7NtkVOz6Jo/v23Rd1t07zB/7Ha/RX180etFxzt8/7KItbWTFdFPc5xFDIevj5LypUuXTrXfxYsXX5fPexAYc3TIcbsiOw057lZoOzoeKEvh0ALvF5G/QFql/RlV/ednefOikGMDfDHw3HvhTRd6XNq6TOaS6MKV9U0uDQf0svT1c2cxxlJYIWLIrFL6SFkHLCDGMCgciGlWJdJFJoQkGuNcCknWJvernbFzVoiRRrQhDWbS5NoVuT0yVwjurFF7P9ugyRNsBKrmc3Rbe1TvvSbuUZ/Z0bFqzN+YaBOq157WPqT8OxFQ0upuu7qRxI0iQQXDbKVmXIVG7UQQBNeIS9GkIkz7IDCqPbX3GEnpEFaE3bJiZ3/CxNf44DkoK6qoFEYYTcb89rXb3Li2x2duwd42vFKl3I3qIbbZBvAU8OwleO/nrvHMxStc3hiwNVjn8nqPjWFBWUUqH5rxJwnnWZPq9Yq0egGp9rcYM61H2ubSLhrjWk4z7rRjbztun8QbYUw7azu257mgKHLHteQs72mjM1WV2scUKtyIN7X7a4xz+6caremna51T7hBVrOtA5ZVens4p1dnx230mZU0kRVn4qI0wVEofsjYdY29SMa4mGJMxyCwIiFjKqqIMkbVejmhgVAsSU7TCuA6UlccaYdgr8DGyfXBAVhRcLCyTYNBYUQVBQwBnGWTCThUo6xqjkf1JxOIxxlHVNS6zxBCZlIGayM2DET2xOFtzUAmqNQdVjQEurQ/ZHU24tbfPWr+HM8JeFdjsGfZLKKsxoQrcvg2lARthfwTUsLYOgx7cuAkv3oRhAb5Mwk15nkKNxwcwCulGMZLuq36LdKO2TgoX3iZplrjmEVII8OHw4HthyCx3/zgyUgrEQfP8WVJo8xi4QUq1fY7Z2HiTNG79x7//Ml/9/PuwTY5/e36etu9nVqiPcGjbMj3rvc6h7eh4GCyFQ6uqPwz88L2896j82Qj8HPDRX4EtJlxef5HBEC6vD3jTxi5vurTJk5t9il5GZuDCoPJTyTgAACAASURBVIfNDFv9nEnpqWNgfxLwIbDeLyhco04qUASDqBJIF2Mb4vQiq9oIXwhkQRBj8FXEa6MAGRVjDUEj/SK7Qx1TWyEa0n1wq4Dcimq04W0xzvYjzmYJD29rCY2YRtQ0ALf7ppCpJo83cmalzuM+s6NjlWj7Xnuj3KqLx2bGZ1wH6hAJUSkyi6qhl5tp35pUYSoEl1tld1wxKj0T7zFA4SzGpvrVilJHRWO6gapCYDypuDmp6Ymw3i+wKC/ujHnp1gG39saMJzV7VUnlQQm8sj3mtZvw4oNQgToDu8AngU/ehH/y4/u87+l93rx1keeeGvPOqxs8dWkNH2G/rFAVhrkhc1nSM9AkjjWtz6hKkYFvUiN9VKwKDnPHWNhOLIjIieNOjJGqCeGMfqZwe/T+j/6Y1p7rrQNpTzH+t+d5q0bcXkuOoxWICiFircGH2YRvVQeqGHFBGOaOzNkkDhWVyoepsxxUsSLUpNBkAKJOnQgXYbes8VEZB2G9Uaut6kAVAj6mUP/9SQqfjQaGeYYo5LnDNfmxt3dHvLA94tpeReGSIvdaPyeGyH7pUYV+bggIlY9UPhIDjMuakQ9YSXVrR2XN/iTQLxy5Udb6BTtjj5HkoA7zjFFZU0fP3tizV1ZohLKuEaPEmEaIMlRUIbI9rplUoB6MSf1i9zZEC1Gg5/YINYwr8OyTAVkOkyq5/3skJ3OhK3X70OuyeRwzS1o9hsO7zE+kvR7OLJzOmYWUq1s3zwPwawv2+fVDr3eA/+YHb/DsM9s8fWUrnc9tqPwp74dya450VMs6pYisNQ5tV7ano+PBshr1Ee4DSyNW0fxLYhUGZ2dCSnC8wEf7cl60Yj4U6LS3PPNCHPOf/Xpwr5FvKxgx19Gx1KRSQE0Iosi0r9/R/6f7LhZ9M6Yp+SUyG8PaFePmPdm9p349EKazo833tMbclecozX9pHD4ifPuEz7nXMeuRv9g9BO7ncrHodzvtefAgQrvv+Gw5fI8wWw1uV5CFufuJxveZ3ltIisBw1uJEsDI734RZ/xVJ5WvabmFJolhiZvsbAWcdzhgKmepOzbXF7HPb/mTmP2f+b3Tn/XHM/0b3QpFZSh8W/m22QptygY9bof2Jf3mN//zvfeLIv3d0dJzMUqzQ3g9HqRy/DfiSp+HCY/CmyxtcuXwJFNYzy8ZwnUvDAcbaFCIoFmstvdwSAtgh1HXErwWMFVChyC00eoyt+EG7wulckvSfliloVhCsTdt7zhLmZueSMMHdIcciKbRqPgTYGkEisxUJmr81h2v3W/TeFtfYMXPGpZWVvK+Q40V2dHSsIm3/sXM3sk3UMSJmrjxD0nBtw1fbvrXWywhB6bkkVnNhkLOW2SaErRV8am8507YYZxESPgQqXxOiMCwcIpYntobsPz5JIY++xse0QowkQZdP37jJ7v4un3kpMtmFl2/D7QC/8ZDarA88CbylgDc9C29/yyZvvfoYm4MBG4Mhm/2CQS+nqiJ+WDSOu5BnydFt29CKNG2d2q5teyvz7TY3Fho5dWigMYaegxhPF3L8RhjTZteK04//tmlz24Tqnsa/dM17XNMPpP0dJa2K9kLEGJnWlXVG0MYxbPteEkRKYcF39MfQCicZLhihqiJZNgs5zq0hhJmI1FZRN+VnHD4EMmen39sYYZA5NvsFb60mWJvTy1JN1sxaytpTes9aUSAo4xAhNrVWQyrXpzGQuQIlsjeekGUZ63lGGRWNHtUkMldFpbDCpA5MqhKa41lVrHWMqwnWOdRHyjqt0t6cjBi6jNw59muP1jWjqsRax6Vhn6r2vLCzy2aRBOG8GIaZZVLVbI9LIHLj2oQYkmLwbp1CizfXYbAGN67Bi9fg6hpULgliGSBEGO0nJeLCJIXjUMLvjNIKbE4KOd4nrc4OgFvN803SPu2/AWnl9IB00zkghRO/dMz50yeVvngNeBXYao49mtsnZxb6fJG0Im2BZ/rpA/eqFHI8Bt5dQJlBT+HWAVy8BP/h172FZx/bwjk7PafPcj907Art4ZDjY1Zov/mv/AIA3/61b+fqRu9Un93R0XEnK+/QwtkEoU5LfmSd7cXLInZeMdXevd2Y0y2nLCpdsGhwXbTtuLIHh/eff30/k9+P6k1fxxuPw/1n/rltynksou0DzsncNotzZ1lCzUiZZzP6/YxLm0cLsHz5GY5+nrgTrjJ2QeiqtEtPh5hN4J3+85OC61n2f/THtPlz/TRtOdv/9G1z1Ge0x7H2bgGn4z7jcH+cPbf0+/au/eavudlcOEOx4LbHWsPF3JHcrDs5LK+0vtC6jkeFs4wtuUvh920o/jyto7txhhzaF2+POoe2o+MeeSQcWlicS/sNwFufhGefhaeeepKiKKYlJ7IsYzKZsLm5SQhhKoNfFMVUOt9aOy090UrZt9LvbZmLdqW2ruupzPy8NP5sJXd2zFnZgdnIedTr+dIALfNS+off20r8t589f7x5FtlwFuZLCXR0nDf3W/plvrQGMO3nrZrpvFpq2/9mAmvxrv5UVRV5nt+1vS29E0LAe49zDmstZVnSKiFPJhNEhLpOWWGTyQRjUume8XjMzs4OdV3z0ku3ePVV+OSLaRXiReDle26B++MPAR/4Mrh8+QJXrlzBe8+VK1dQ1WlZn16vNx2zYox47+8YM9vxsaUdY+4ocySpnMhh5djDJZJOey6cZhx72GPd6/V5R7XDcdsXfW57DTqs6nv4WjP//kV9IoRwhzL3fIma+b7XHqftZ+0x58vQtCVt2v0WKQ7P29eWlamqalq+L4RAWZZYa6clatrzsu2XeZ4TQpiWyJkvzzN//jrnqOt6em6Ox2OyLGNvbw/vPcPhkLIsqapqeryiKO4aZ+q6np7vk8lkWnrm4OCAtbU1rl+/TghKCHBwABcuCNvbyu3byRErS/AeBk1p1evXoapgYyOtPO7tpeejUarT+tJBWvEsSTmoFSkv/sWm3S6SxpZVZ8CdK7uQliY+8k1v5Z3vfOd021n7XJuTX/q7Hdo2FHmtaEKOT5FDe+ugPnGfjo6OxTwSDu1RwlA/ACmm5aX05AqwVcDWVgqrWevl5Fa4srFFP4f1QZ9e7hhmFkEY9B1X13oUTqgUxqVPKqVRWes7ekVO3xl2RzWj2pM5y4VBzqCX0c8cRWYbBVRlb1ITVBnmrlFVToXhnTX4EJtAxvS6FT/RGJN4B5DbFN5Y1YFR5YlAP0sF5Nv32kaUpg4xhXVZc4dglA/xjounNSkn737EoJzpnNqO82UmnJb6w1nxvhUOivQaxfLdSc3+pMKIpL6cO3qN+uhB7RlXNUJSPNaYFJBp6pLuTUomVSDPLVv9giBgGmGcKkTGZc2t/Qk7ZaRnkjjUKCiRSIgwnpTc3B4zDsqt3T0OfGBnUnGwH7l+C17WFL63TPx94O//LMBthtzmTWtwaf23eM9Tj3GxX/DUlQFXL6zxxOYAY4XbeyV1iPQKxyC3oFAUjp619DKHj9rcECqFs+l3FWFceXyMOPEMe1kax0QJrXpujMgpx7UQ05gYNY27i84dVZ2KG1l58Ku38593P2Nr2yfaa0rL4WvN/P510xbZXFuoKpM6UIWIpXE8JTkDKkIdYsodbZNKSc5jGZIDmDmHEeFgUqVrlgtsDgtCVMrKs1cmteC+M+SZm35/7wMj7xmVnhADhXGs9XO8Kj7GpIiNMC5TqH4SkjI4IymVKEYCQkTZG5cEFSalZ68O4CODgWUyjtycVJQHE0Yx4qua3crj60iIgccvbDAocqq6YmevZlJXiDEEAmVVExByFNOEc43LkjoGDiY1lcDoFlQC4wlIDRjYiSlpwZBCedt/WfOozMSNZrQVDQ+7ZDTvWMDNQ6+3Fzw/hRz6o+DMwuKWC8DXf/9v8Vf+UOBLP++zU8WKM/a5onFoKx8ZHqpUdlqV4/mJl9ujh6lR39HxaLHyDu1RzuwibgC2hHwEkxGYK5FJFen3KsqQk5mAiYYYIHNgfUr4jyoEDJMqpAuaRjKv5C4y1si4DtMbo6A5MTJV41SSymPrAPoYcWoatdPEXY/Nvq0zC02ZBZvSuyLt7LaiqVp9UjFu8ng54rixyfkVtBFDaGfVz3bTNH8JbfOaOjrOizvO+XtYqT18mxFC6lsxKlEgaJyuUvlmFUdV8U2JEWj6pyZ187IOxKiUZaR0HussodnHB6UKShmVOigxBIIKPiTnqgzKaOK5Pamp68hB8IxLz3gSmUzgYAmd2cMcAPv70HewfTAiyxz7lWejDpQhQPNdQwyMS8htKmuEglclAiFGUvGWNGZak0R5fIggab9ZFEv6XG3ea+FU45o24+v8uHv36uTc89ehbU7ijs+7j7G17RPKoQie9u8L9p++51Dbzq5HNOe4pGtQ0w+ipnxL0zgDvlmJ8hGcJsfaNyWY6rm+FHRmR/s8No+pbyWl5FArroDSe6CJkEAQUeoQCCFS+4hqJGYZVgNG0rVuUnpqn/bbLytCFHwM6F7kIEQmVWC/CozqQAiB0aQk4vAR9sYldQBfe7brSVoZjRHjK+qoBCwHdUnPK0GUg7KmjJFqkkSeJjWM6tQOJSAx+ZAl6cycFyjv1uXOj0+8eo0v0XeS7ofOHnIMi1dfW5XjfmZxRo50aA+q2Yh++6BzaDs67pWVd2iPEoWaxwKfncNjF2DrAlxd32CryKklY5BbNgc9Bg6KoqDXz8kcEA2DPGNjWJBZmNQeWS8YV0pmhdwZerkjs4b1omLklZ4zDIuMzFpyZ6az+Wm2O13oB7nFmrSq2qqeWhFic6MAs3I9hbPTmfasGThza4jNqmyR2em+phVPaYRr2tVXYCbGYluRjNks5FlXZ+ePB2+MfLOO5Wa+D9zLilbqWql/GWMockmltxCsSf3XudRvXZ4cKycyVUP1URFR0DSxNMwstyeetcyx1rNUQXHGIAg+wmYvZ73IuT0uWcsdirJfpptwgrI/6fNZl9c4mEQOqjHjsmSnLCmrwMvbu7zyCry8d7ygynnxZuCZLbjwhPDs5gZvvnKVjWHBhfUelzcKNvo5FqFnk+DNIBdylyMIxgo9ZzEGstxi6yQAlCJNUluvF47SRwpncU3YsW3HPRFs46SeZlxLQkfpdz7q3GlLmsFiNerXmzs+7z4+8Kg+cfhaM7+/aiPi1KTStDbkzoJPK7HSNHWqqawYScdyzTUJoJ87JnUgyxzGNpFACmUMDLNmVd1A4QQ0A4Fe1ojyNLWaC2eZWJvEnVRxYljrOSof8AqZMYQYGThL0BTeaY0gmoSmrLFUXnHrydGsFUSV7VGFEeg7Sx3h1n4JcchoUhMlEr0yDlD5mkvrPS70M/bGgd2yapzxQC6OkfeMK0/PCJI5HMpoUjHxitEJY28JoebGwR6+bhz1AAclVK1Ha6AuYVLCsA/E5MhjoJ7AzUmavIqkFdxIcnxfu+ezomMRf/T9X0jWKFmftc/ldrZCe5h2hbbI0hh2VNmeeSf2VrdC29Fxz6y8QwsPRhTqLGytnZzEv9Y/OhTSmFSfskVEcHaxw2iMMGhk4FvcvCCVkbtu5lJY3r05r4toj9fRsQzM95d7wRhDPtc9RYRhL2N4qJ81f2XQMwxY9LcZV074zJP+/qizcYoxM8/uvjw5a+gVd+87G9vOJlqUnUK46/UaN0/L6/F5R/WJw9ea+f2PagtnzV35gZAmihf3AmF4aP/M2TvklkSEPHPkx3SjtPp15w694vh+19HxMCkasbFFpXtahza3htwdrYY8H2bcrdB2dNw7XYmyjo6Ojo6Ojo6OjjPQrtCWC1doQ1ObuHFoj1qhHc0CzjtRqI6Oe+eRWKE9Sx7tPM8ZGK7D5lrKb7m80WNt0OfCeoETSz8XBr0CEehlOZt9w7BwBCwCDDOh1ytS+K8IxhlKHxvRh4gTS545nEDZKDFuFTnGGkaVp60H6IzBCIyqwCQENoqcXm5n4k5z0vCQZsznZ/HLOqRwFlUyl8KQFRCFOkaMCJkV6qBUPiSRFWcWhtjFGKcziSlsevGcRxsKbU8RpuNDvOO7dCJSHWdBVVP9VVi4UtT2C2uODzlWVco6EGIK4beNyBA0M+0iSawlBPbKGivC5qDAhySCZpr8wNoHDiYlL+1W5FZ49tKQMgT2Jx6vEWdSisHNvZLtUYmvK4xREEdmhJdv7nNjFFjrGTbyDGOUV7f3ub5Xcn13m7JOoYa1h1dfhZsxycIse+7sIp4B3vscPL6xxXDQp8gcV7cGPLE15MIgZ1SVlGUgyzM21gouDwrWiowI7IwrQOlbS5QUjmxtCjVtIrwRkjARAv3M4axMxZ6Mkam4UeUb8adW1OgewguXndOMyfN9pe1TqDJq8r4zk8rppJQVoQpJ8MyIUMd0bufWNG2frhejyk/Djg8mnv2qomctwyKF9e5NanwI1CEAghqDxgBRGZUeFUNuhRBBUXILVYTglcp7xuMaL6nm635ZsT8qCTU4m65vzjoub/TIJHJ9r2JnVKEYChMYVRVjLzhRLq0PiKqpnmpVUZvA9kHJK7sj9rfT+VRO0qMPScipAsYx5bumXp364W1Wsz923M3vvQp/7pt+F5c3+2ceF+ZFoQ5T1nGaY5vq1S7Owm9XZZ/Y7HWiUB0d98HKO7T36swCfCrC5g4Md6Ao4HY14fL6hFvlgI18gKpyYS3iVbm4HtmeWC70QiNIIWwMM4oqslbk7IVAP3dUIRCCJkVMiawNAIU6RIrMsm89WTBJzEKV3FrIhBiU0icV5VFVYUwBkoShrNIITjVlLFQblzrdULQKxhHFqCGGpGBZ+oCYlA9ISDZEkoCBtWZh2HCMM5Gc2Ah9LCLOCVctCmFraZ0RZfZdunDljrPQCsVAElaav+Fohdfa/Y47t3xIokFeFdOougYa0Ruf+meIyrhWfIQoUFahyetTKh8JMVKFyLX9kr1xRW4Nr+4KRZYzKj3jKtDLDQeTmuv7JTujmkkVQSLGKF4rXru1z7iC125VXNjaoK5Lbu6NuDGacO1myrHzPt1I3+ZO8ZhV4zNA71XYqbbZGtT0XRr76hgpfT8JotQRWyQRol47iaZpos4Yw7iq2BgUTLwnx6IIoan76GNolHYNdYxYY5MgH2lCL8R03NAIEZU+NOrzx49bq4aqTsfko77bfF8Jc88rH5P4UoxEFfIkskCIkdAq5NceMQaISUHamqSoX8eU96mRoLBXVtQ+JqXgps0PJjXjqsZHpYqxEe1KfXpUBpxNznJuhbIGJ4pxhr2JJ/jAziQAgdE4MC49t/bGBFFi9E21AMd+FTAot0cloypQVhUm1uzVHrE5ooFbY4+QvndZB2oNvHat4sDDjVFyVitm/a18YL9WxzLxw6/BB7d3ubTRI8KZxoX5sj2HmfgwdXiPX6FNTuzbrqzx0vb4jNZ3dHS0rLxDexpRqKN4AhhmsL4BmYELG5ZLg3XWh5ZMMvIM+nlGkQlZlrHZs6z3MiIGK8rAGfJG5GSQZ1hnyYNpbpjBZYbCWawIVUgKyQPnsNYQS8WoUjjTzG4L0TnG3pM7h2scUSMyFWFqhTzmBT2MMWk12Bo0JlXQtpRP7iy+UWHNbNI21kY846hJyOaeZfb8CMwR4iKHkcb+oMx9l46O0zPV/GFxTnkM2oisnXwcIa3OWSNYSO8VIbczkbTMwIQkFpVnBt+U2siMYsSAKlu9jIMy0LeGK8M+kxDJM4s4yI2lsDYp7lqTasxqWpnKTQE+srNf0csLhgNHYSyFSV/Q+gPqCGMPdQ2920mdfVVvcx4DntyCx4YDNtYG9Jzl4rDgic01NvsW5zyx9LieY63n6GcZfWdQEcaVAQt9lyFAbpMwV1TF2rTSmjWr4UIjvNUI3glJ/C6JIqVHZaZgetK4tWq033lebPDufZKT34pmtU5tZkwzWSrkTRsa0rkbiRAUl2f4EHDG4FpRQ2ic0STeVTjDepGzoxW5M6zllolCT5XMKLWmSSVtooYUxVowaiiyVFEgt5GeATWGwhrGVcDYGhMt/TyV+nE2ImoofZWim2zG5jCn37PkheH2bgWDgsLAznhEHSAzwtpaHweUlYJ6ylBTqOfaOJJFUJvEmDwQQ1qBrUiPJY16NqkEzMkVRTtWhaeBixuD5l7lbOPCcSu0B2VgWLjpfpN68Zr+7YMKEXjL5QG/8tLOsZ/3gx9/mbdcGvA5T22dyc6OjjcCK+/QwvmLQt0Lg+Lupj8s9jRPEnVaLNrRy4/+GbO5NOmeSWqSx2GMYZAf48m29hiZrhKfRObsCRI6HR1HI03I/FEsCkNehLWG/qF98wX7Dfs5w/7sL3ZBl7m43ufZx4//vLefyqqOoxjcowBQZuWumrInjXuPAif1g8NCUdPnFnIWt8/gjmMeus7Y9F9/7ncaFBlXNvtnsLqjY3U5boV2b+JZb+7pNvsZO6PF+bG3RhVb/YzLawU745o6xIU1sfcmNR/6W78ErOY9b0fHg6YThero6Ojo6Ojo6Og4A63Duje521ndm9SsNwsXl9Zybh4sDmJ/dafk6kaPi8M0ibp9hOP7S5/Znj7v1JA7Ou7mkVihPUvI8ZuA9z4Nzz29Tt/lBE25nU+tD1gb9pFocUapAuSZZWurx8Dm9AvD5fU+IikXovJKYRSXuSQUEQJ1hKr2RGCtl7PWyzAClQ+UdcQgFLlJsV+qiEl5rGWd8nILJ7gjSieoKj60wjgz8Zu2sL2Zqy0Ls3ypNgzzcMhm+775bdMcK53lV50ktPMgCU0I9aMm3vKwaH/PB1l2JMaIj00EwRErRPPn4r2eSycd46jzHZp8QU25tzFqU0cTxKQw/ahK7UPKwTUpP3OvihQmUmQZkzogkgR1RlXEGqWwlloDBxOlMJGgwiQEjNbsVQ7RkiIfoL7i1v6EvXFJGSocGdZ6Kg8I3BwdMBpVlJMRL+/WjPehqqGsYf9glkd7655abTl4F/Duz4J3P3OFteGAwva4vFlgbYYobPQtW+uDJs0iKYLmRlI+W7OqaCSJP6UQ2VT7F0CbHE9jZLoKWwfFCE090tn41YogzfeHw+PgSWNOey61qRTnKXB33BieAnpTrWRVTSkfpGtODIH9MoAqxoBGwRiofaTySbjJ2lTGJ7cyvV75CGhkvwocjCtSQLLQzx1l7bl+UNOzkNkMCNRBKb2yUWRYC2VQ9g4OODgIRFGKvmN0ULM/GWOtpW+Vg9pQS4mvheg9e35CLjnWRm6MJphqwiQo5cST9RybWYF3yguvjihrMCHln9/ehaqCfg5lCS9Dkx8J26R6rh0dAN/0WfChb/xdbK31CJr6TOZOt9ZzZT3VELu2d7ezujvxPLmVypNdGOR3qBnP89ruhMc3Zw7trYNqetx5Pvrp2VXgl1/Y5qve+dipbOzoeKOw8g7tWfNnXwZefgF+/oU9LvdAI/QGcGHjFlfWhhRZRggRay09l3FpreDK1pCt9ZxRGegPHHv7NdaAirCWWcQZJpVnXNbslzW5dWwNC1QHZM4k9WJfYxCykPJqg0LPWUKIjENAEHy0bB7h0Iao1E0+rIiZhotNb+z0znq0rYCUtkKWzfZW8GBeFMQgzU2P3iHiJIBijg33fFC0ip0AxM6pPSvt7wlAfHBObavqHeCucN7Ddhw+R0/LHd+FxTWQjzrfk8OdzunWKTJG0oRU5vAxKXCPK48PijXK7qgiBCVGpdfPkrMb4KDyjGuP95H1nmVv7AkIZYgQIh64tTemcJYbeyVXtw64tVeyPaq5vnfAqBqRSQYCGj0HVWB3Ehntw/YI9kn5eY8anwRe+lfw6zeuc/VijyeGfQbDHhcGBbl1DNcynhnVDApHnjuMCv2ea/Jfk1BU7iyTEFIOqM6cTx8iUZOGQIxZcsyaSYt+ZhGxWKGZyLi7P0SdCdy1udjtPofHnPYYrWK7NfdX//h+mR/DpXky3w+k2Vg1NTJDVAqXbrR3RyVVHciypPbdKtEfTCq8KoVzbPRyrDVkmcHXETHK3qhkf+K5fVDjQ0Qyi0HZH0+Y1ELlPX0rTb9I4lyD3OKIeIQXrh0wqTzeewyBcYjcHpUUmQFRnDi2xyNEYHc/OZ7qoa5AHOzupbFGAIsn4skEbiscLGqkTtmp4wS+/1/Bl33mBl/8lqvkzYqqjadTO14rHIPccn2BQ3t9b8LnPZ1yXS8Nc26PKkLUu67Fr+xMeM+TG1wats7xhHc8vn7X8X7h07d565Uhn75xwMdfPNqhHVWej3ziFb72XVfZGixKqunoeDRZ+ZDje80l6AODPjgHWQZF5nAi9KxJokwiOCfkucVlQi7JscuMNOVs0qqBddKsIthUc0wEa20qx2NlJlTSzJZbwEhamRVJN1aGJFxy3L1REv2YrTpNt5/wPUUWr7Ae3ta+bveXuc88D+Y/9xHTb3noPMjmO40o2KLnrzftkQ+f78aY6TYjgm2F1Zp+CUwdJ2PS9jYCwhqTVnKb/pnbVF6rMIKdjgdQWMHZ1Ld7zTiQZQbnhMIZ+pnQywyZs/SMoZc7Br2Cfp4xLGDYhwIYPLDWOX9yYFhAr7BkmWOjV5C71E49Y5o2TGOhc2mlvf2XVllpxsn0G0pTXiOtThqMmOnvB02JlTvOvZktR52Fpx1z5IS/PyxO27fav8wEsmaiT0LjmDvTbLP0rCXLUvm3zJlG1Th9hrWNiKERMtOc60boW5uumVbInSWzBtdc0zKbrpm5s/SKJFpY5I7cWXJr6GWWgTP0nU3XYWvo5zmDIpXmGfRgkEPmoGehkDQTnwmsZalCQQFHZAF3dJzM0Mwc2LP27yvrxV0O7aQO3DyoeHyjWaEd5qhyV1meUeW5sV/yxGaft19dA+DXX9m76zMmdeCXX9jmKz/rCs89tsbHX9i+a5+W//of/Cp/5u99gv/ob36MGPXI/VLE0Spr6Hd03MnKr9CelieBzy/g3c/BY0/0ePOVK6wVOTuTCTYvuLS2nlR4rcUayJPZDQAAHZNJREFUy8RX5M7Rz3OMdWTO0SvyFNK1FlPZCNcobDY3CmXVJ2lpKs5ZrE2KxrkzhNDM/FnbrDDMVhr6uSUEJT9G3MkaoXAWbRU+G9LKhN41m+iMTI8Pqc7u/CBtjdy1rX2Pc21Y8vmtjBoj01WHrm7t2WlrHLfPHxRFZvE+Yo8TbTp0Lp6V03wXe+gzzNx13GAQB40sLjGmPqQ6s22Q2Wk/ujwsKMu66Y+GuvbN91PGVU1mLMYYYoyUdU2/yKl8REPAOcPOeMIws0wC9DPDeDJhXNZNiSsw1lJVPpVD8RUHtcdp5Ob2NqPRiDoqVVVRjWBvBJLBqy/CZ3ZSPdpPccRq1JKxBfy+x+Cdz8HTTzzOE49dwapgnGNj0MOHAMYxyHOsteSZIYSIMab5fRTVWSh7z7WvU0QJgPYcMTbnSHOSZM3N6fzkxlHnkDUyPVdEBNMcd9F51o5JzthzHRtbDo/hh79j20Yud6mUXNNHLw4Lhs21y1ppI4oJIQJK7ZNid2rD2bUmxohs9CnLOh1bUh9o1fDLSYl1BjRtiJrKXOVZWm0vfcB81iX2xiWZpGvgqKqpvQfjGOYZe5OSwgnjsqafZ+ztH6AmObjXtm9T5D1C8FRVhTWG9f6AqqoIMfDazi4W8NFz4/YEX8OlC5adcWC8l5SLsxyuX4PRAex5MDGF979EmnTZJfWtt5HC/F9gcdSEpatD+6jwj/74O3n26cfJ85wQ4lQp/bQ8sdnj4y9u81O/cT2lpkTlN6/towrveDw5qZ/1WFpx/Vv//DN8/jMXmsgg5ZMv7wLw3ic3ubRW8KbNHj/yL17hHY+vT5XAfVQ+9ju3GdeBr/nsq0RV/vYvvMAPfeIV1nuOoEpoaqX/zs0D/u4vvshmP+Offeom3/HDv8ZXvv3KdOK5DpHSR27sl/yln/xNru1N+JaveJYvfeslrJFpxIqqEmOKwPqdWweUdeSdj6+z1kv3qO0kb+UjkzowrgOTpu7uRs8xyN1STPp1rB6f+/QWawtEc0+DtBe9VeL555/Xj370o+dtRkfHG47nn3+eru91dDx8ur7X0XF+HNX//u+Pvci3/18fv2v7E5s9fuzbP8CwcJQ+8Hv/55/mN6/fPRX53GNr/PCH3k/uDN/7M7/NX/jIJxd+/uc/s8Xf+5Nfxgu3RvyB/+2fsTNenJP7Bc9s8Te+9Uv4tr/zS/yjX33tyO/z9qtrvPXyGj/6q68euU9LO+nV0fGg+aEPfQXvftPmHdtE5BdV9fmT3rs0K7Qi8j3A88DHVPVPneW9p8mjfTswBN71ODz5Zsj7GZd7PXpGWL94ia2NDUxUhr0cYzK8rxj0+vSzjDpGnDGUvsYoDAc9rLWICCGEaZhbOzmQcnANqtLkMQlZswIUQiTPHSHE6QqEc2nVqF19VZ0dC3QaNhmjNgNLOqY0uWHtaoQes7pwFO0x2/ff68rD/by3Y/m4l3MJWBgtcNrPa8V27mVFOc0oz/pCjJEQUrREu63dLwTIc9vsExERysqjGlMIpoXap5zbCDij1D6tKAVVfPCMxiWqSu4M1jqMESZlhTW2EZ+KjKuam7dvcXsyoZfl5FlGLjCqKw5GExo1Oa6PRrzy6pidnZQLebAPgyFkfXj1dwBJqRG/OoLfPHPLnC9fBrzrrfD4ZXjy8iZve/opXNbjwsb6NOzVSBLDS+NeIEbFuYwY0xjpo5JZ04yhkDVRASLa/MYAs8iVdpXXGJN+U5Hm+d1jVHvetePp/Dm4qmPavN3tqmti1gegqTMbFdWY8oOjptxW44iqTKqKfu5SJIKv6WUZ1lrqoNS+YlJ5JHp2JhV55lBVMlVGIVLWJcOiYFR7CiPsVxUH4wmBFB68PSnZGhSYoIxiIAf2yoqJr/Bl4JXtEVJDtGn/kMPu7fQNxgdw4waUIYm7FQO4uZ2+5YUMtmt4sfnG2zD9zNskYai1pkVWIcqh48HzX34e/OGv/0rWhoNm3Dhbf/83v+Ap3vfmC1zbK6cCbVaEt14ZztWhtfzQh97Pr72ySx0UZ4XMGDInvOXScFr+5z/4imf5wNuvsDOuaKOFXZPm9o6r61gjvOXykJ/6M1/Fb17fT9FGjfidkbTf266sYY3wl/7o+/iXr+1xUPoUN6iz8P9eZnn20hBjhFd3Jry0PWry7qVJ9ZCpIN/TF5Ng36eu7TOpw/RY7fWvl1l6maXf1JLem3hGVRe/0HFvvOXS8J7fuxQOrYh8ATBU1feLyF8SkS9U1V94PT/jN5rHX3oVeBWS3ETNEwYu9ne5ehEurK+zVhRcHBaoGK5sFqz1CorcMBpXRJPy5t680ePKxTVEoA6NsqqCGGFUVqAzwagohl5myGuH16RmnNUeYy3juia3FklvIaDkxmCNUDc344jQc0mvUoGQ4utwRpLqsYCJKY+prYTmzOkckanwUqP62oqMxKCnru05f6x7fW/HchHjTITptOcSpJycezkHtBHa8VGxkmqInvWmovIxhfRGIbfCfukpfUih/M7gjMFaYVKlsOBqHIkoEx8YjWtGZc3uuKLvhIkqRoVRHRg6IYrBodwuA1oFro092wdjKh/IjGWtMESjRG/wMQkXjT3cuH2bT13fZXsPqgBrQwge6jopr048jIGdRV/ocIrUilZp+FngZ38L+C14mh2efnKHz756mScur/P4hQFb/ZxhYSmcRQx4H1GSEJRxjrLyTTqGZaOfp/rdVY01hr2yRmMaJ0VSakfpA9qElPecxViDM0LPMR0ftRGFas/zJPIEIQICtrkxnCkpP1il8NeTdgIAoKoClY+pTZq809a9ddZg0uWFg9rjfWBSeg4qT4iG/UlFRDFESg8+BgZOKPKcUVnx0k5JOfG8dnuXkYc61gydo4qwN9pjr1Zi8PR7GeUkMPKR3TGEEkINNkuP2HRzXFdJv6kkhf2eifm+cYR88f4Rzzs6/rtfht8a/RQf/L1fxtUL6xRN/vhZePOlIW8+4Ua8l1k+/5kLJx7rucfWTtxns5/xBSccyxjhs5/YOPFYj2/2eHyzd+J+73ly88R9OjrOk6VwaIEvBX6sef5jwJcAdzi0IvJB4IMAzzzzzHT7WVWOD+MjTErYq2HgI71c2a1K+nmPKkTKGLFB8DHdLBiBqllpbWf9Y+PAGhTvwYgiRlKOTVMCJ2hMJRYEfDOTHXUWxhHTrtNVJoXWn02zYc34OlUfVr3jeVSZqn+o3ptoyf1ElHTRKI8O9/tbnvX9OtcP7unz5t7crsBCW8KkUbBFMXqn+rE2fasOyQmI2j5CjGl7sEKIscnbhEmMeB8po1JWAZxQWvCkL1HXiohS1pG92jP2EBR8CZVNTpOvwYd08/5GKh9SA6MSqhCZ+FQGxjfjoI+KxKRcTBP5oiZNEKAyXUGE1IYirTqxNjnRd55HMc7KtEBzjsj8CmWjdjCnChxVF4qctfuvGjr3qDpzZpHZa2ly5YKPeB/SdSVGfAyoCN6nklQ+gveKsZFaoVal9p5JjNQBSu9pL3AH3hOxVB6kDtQxUlUQApRVymV1Qop60LQ90pwf59NUHW9wbjfjPaxuf+/oeKOzLA7tFrNouh3g3Yd3UNUPAx+GlEPbbv/0d/6+Mzm168BbgSuXYbAJ/SE8c+ESVwcDbObY7PfIrEMz4UKvRy8XRCyCclBG8sJwadhjWGQYSSs+tlEzrmLkQlFQhkhmkgAUqhhryG2qnRgjFFm6QchEkEZJNTTObNbIH2emcVgVbKM0GRsRm3Y12JlUX7CtAXrWuq1pt5misTNMa9qeFdcICqzIQkbHMVgjEJmeF2d5372cA8YIDoNpJnPOujorzaquRJ32BQVcU2fW2hT1oEBulADkeXKMMqOsZZZRleNDgRiLVaUMCkSccRgiAcNjvqasI2Xt2avrtJqoyuagwIhhd1RTZOm4tfeU4QKfeuUaN/b2KKyh73LEwaiOHBwcYG3GXjXm9jX49GtpUdaQVqh6zfPrZ2vKpeQp4K2X4W1PF7z7qatsDda5utljrV/grKVfuDT+WMuk9ohCkTc1ZX0gxKQYP8hdGi9zJWLIJI2bRtKYaJxhQ5Wxj2RWkmBZ0KmK7+FaxWkVxjT1WQWnOh1jk5oyd+y/Cszb3csszhicNdPrgtDU9xYhs0JQyE3AFxm6pozr5Ji+KRSMI/SMwaOMJpHNgcMZoawjT22N2d33fK5scGvHo1qzttZnNKoI8Qo398cMnEKW46saNYZrt7cJMZI5ZeSFtdwx8h5RIWrFwV7NKMJkF27swGQMvQLqMjm8eySHN/Jo9IuO5eFDX/OFPHlxLaWQrFKH7+jomLIsDu020MZGbHB3wN2x3GvpnteD3pwaV795vLuCWGK+sa0FMrvwb2mHu99vGwd0htyx21kH4vbm56jX93OsjtXmXi7q93MOtHlA94oxQj73/jyznFSBz1rIs/R82D9+33vlq9/75gdz4EeUzRN/tRm5W7xvUcyez5f1XjRRYtvaQMDhVZlVy51tmbc7c6n0zlFYmObvAWxSHLnvPE8feZXr6Ojo6Oh4+CyFynGTQ/snVPVPiMhfBL5PVX/+mP2vA79zaPNl4MYDNPNB0Nn8cOhsfv34AuBj523EApa1vebpbHx9eKPaeD99b9nbrLPv/lhm+5bZNji9fYv637J/t5Po7D9/Vv07PAz736yqV07aaSlWaFX1YyIyEZGfBj5+nDPb7H/XFxORj55G1nmZ6Gx+OHQ2P/qsQnt1Nr4+dDaenWWz5zCdfffHMtu3zLbB/dm37N/tJDr7z59V/w7LZP9SOLQAZy3V09HR0dHR0dHR0dHR0fHGpquv0tHR0dHR0dHR0dHR0bGSPEoO7YfP24B7oLP54dDZ/OizCu3V2fj60Nl4dpbNnsN09t0fy2zfMtsG92ffsn+3k+jsP39W/Tssjf1LIQrV0dHR0dHR0dHR0dHR0XFWHqUV2o6Ojo6Ojo6Ojo6Ojo43EJ1D29HR0dHR0dHR0dHR0bGSdA5tR0dHR0dHR0dHR0dHx0qyNGV7zoqIvA/4EuACsA38f6r60fO1qqOjo2N1WKVxVETeA7wH+E1V/YXztqejo+ONxSqNl8fRjaUdjyIrKQolIt8DFMCPATvABvA1QFDVD52nbSexSgOiiFjgD3LIXuD/UVV/nrYdxyq1ccsq2nyeiIgD3sGsvf6lqtbna9ViRESAq8B1VQ3nbU/LKoyjIvKjqvp1IvJtwO8Gfgj4cuAlVf2z52vdjGXsv8toE6zGdWVZ265lme1b9t/3XttuFcbL41iVsfQklvncPwurOKmw9H17RR3an1LVrzzt9mVh1QZEEflrwCeAf8Kd9n6uqv6752nbUaxaG8Nq2nyeiMgfA74V+GVgl9Renwv8n6r6V8/TthYR+U5V/bMi8tXAdwG/ATwH/Peq+vfP17rEKoyjIvLjqvrVIvJPga9S1dhs/xlV/YpzNg9Yzv67jDbN2bbU15VlbjtYCfuW9ve9n7ZbhfHyOFZhLD2JZT/3T2LVJxWWuW/D6oYcf1RE/jLppG5vaH838LFztepk3rdg4PsBEfmpc7HmZN6iqn/s0LZfEpGfPhdrTseqtTGsps3nyQeBr9S52bhm5vCfAkvh0AJf1Dz+V8DXquoNEekDPw4shUPLaoyj7xKRvwq8jXQjM262987PpLtYxv67jDa1LPt1ZZnbDpbfvmX+fe+n7VZhvDyOVRhLT2LZz/2TyJvHb2A2qfCXReRnztGms7DMfXs1HVpV/XYR+XzgS4G3k5a9P6yqv3S+lp3Iqg2I/0BEPgL8JMneTeArgX94nkadwKq1MaymzefJbeDfFpH59vqaZvuy8CYR+RbgkqreAFDVsYgsTUjMioyjX9w8/jnAA4jIWvN6WVjG/ruMNrX84KHrygbwAeAHz9OoOZa57WD57Tvq912G+4Z7brsVGS+PYxXG0pNY9nP/JFZ9UmGpx+6VDDleZeYGxE1m8f9LOyCKyGXSalNr70dV9fr5WnU8q9bGsJo2nxfNRfiPk9pri+TI/hzwvaq6d562tYjIN829/AFV3RWRdeBPq+p/e152dTwY5vrvFqn//hzgzjM3ahltahGRrwDeS7JrB/gF4K2q+s/P1bAGEfki0o2yI938q6p+5/laNaP5bb+E2W97WVX/wvlaNWPuvuF9wKeATy3JefcE8Diza60AEfiuZcgB7DiZZR7XTkJE3jz38hVVrZr7mW9flfuCZR67V3KFdsUxzT8H2ObfUtKEcX6ANHhcIDkOQxFZigTwY1iZNp5jFW0+F1R1H/ie5t8UEckXv+Pho6rfP/9aRP6mqv47wEpctDpOj4gY4OPNv+lm4EeB39PZdCci8j8BjwEBuAR8i6peF5G/A3z1edoGICLf2zytgCvAy8CuiHxYVT94fpYlmvA+Jf2eLe8Skd+zDLmcc3mCbyetCl4HPiQiy5An+DeaPNJvBkakFJDPA/4m8G+dq2UdJ7LM49opeWH+RfN9xsD7z8ecs7HsY3fn0D5EmoT2nJRQ/Wuk5fpvFpF/b0kT2r8P+BXSYD+fAP59wLkngC9iBdt4JW1eUj4CfO15G3EET5y3AR0PjH2S0uM8AnzOOdjSsow2tTyvqh8AEJHPAf6uiPxn52zTPM/N2fcrqvqNzfOfOF+zpvwA6Xf8PlX9SQAR+RFV/fpztWrGMucJxubxXar6Nc3z/3eJftuO41nmce00tPYLaVIKVsv+pR67O4f24bJqCe1LnQB+BKvWxrCaNp8bh9qlvTAI8O7zsehUdLkdjy6/BnyDqu7MbxSRf3xO9sBy2tTiRCRX1UpVPyEi3wD8dZan/87fF/0Xc8/l8I7ngap+dxON8q0i8idJE87LxDLnCX6/iPwfwAsi8tdJQoKfA6xc2Zc3KMs8rp2GVbd/qcfuLof2ISIi3w0MuDuhvVTVbztP2xbRzLx8gLsTwH9KVf/HczTtSFatjWE1bT5PROTXgM/RQ3VnReQfq+pShh1JUzLhvO3oeP1p8vJuqmp1aLs7r9SMZbRpzoYvAj6tqtfmtlngD6vq3z4/y6a2vBv4dZ2rGd04kF+nqkshftIiqR73HwPesQThvMBdeYIvq2rd5Am+X1V/5LzsahGRNwH/Gqk2+A7ws6r68ePf1bEMLPO4dhoeAfuXe+zuHNqHy6oltC9zAvhRLLugxyKWXeRjmRCRrwN+bsEs5/tU9RfPyaxjEZGfUNWvOm87Ojo6Ojo6OjoeNTqH9iHSJIDftRn40WVcWTomAXxpV5uOEvQAHlsGQY9FHCXyAfzqMoh8LDtzgktLi4hcVdXXztuOjo6Ojo6Ojo5HjS6H9uGyagntS50AfgTLLuixiGUX+Vh2ll5wqXNmOzo6Ojo6OjoeDItWDDseHG1C+FfP/fsqlrcotGtLoajqJ0iqhX+eJUkAP4KlFvRYhKp+N/BBkpjG3xaR33/eNq0YXZhJR0fHuSMiKiJ/be61E5HrIvKRuW1/UEQ+ISK/LiL/QkS+8Xys7ehYTURk/9Drf19E/tfm+Z8XkZdE5JdF5JMi8kfOx8qOh03n0D5c/nVmin/zLOtK3J8m5XQCoKq3gd8P/Klzs+hkPtgkqaOq/xCmgh7ffa5WnUCjGvcXSeWQLnFnnbWOjo6OjuXnAHiPiPSb178HeKn9o4h8LvBdwB9Q1XcC/wbwP4jI+x66pR0djy7fo6qfB/wB4H8Xkey8Dep48HQO7UNEVV85rG7WbF9KdTNV/fl5NbNmW1gGNbOjUNVfnVenbLZVy6ZOeRSq6lX1ryyLYuWKsLSr7x0dHW84fgT4fc3zPwL8rbm//afAd6jqbwM0j98B/CcP1cKOjjcAqvqvgBFwAUBEflL+//buP1bLso7j+PsD07S1lclsZQZqDpxJRExyhlI6bZVOZsZptYn0Y7IaSyeGm3NpazZlY1lbtSYD7OcfsiauLHYkBSFF48CBiOMyGjV0Vo52ilhwPv1xXY8+5+EcORzODx/8vLaz3c913/d1X/c554/nur/X/f1Ks+r2JEl76vYCSWskPSrpOUn3jtugY9gyoY2Idtcx3gOIiKh+BnRIOoWSG6G5IsAFQGsm9mcoSQAjYmhOrUuKuyR1AXcPdJCkmcBzrYGZQcwA5lOqesyXdNbIDTfGQpJCRURbS8KliHi9sL1d0hRKdPaXLbvFke/8Z4VJxLE5UJcUAyXCCsxq2n+zpC8C5wAfG2KfnY1SgJL+AEwG9o7McGMsJEIbo0rS4eYnaZKmSHqzpB9L6q5JMTbWwusRERHt7mHKu7I/bWnfSf8v3gAzKVHaiBgZy21PpURcV9fVEgCHeHXec0rLOQebtg+TgF/byR8sRlu/J2kAkm4HXrR9Yf08FfjfeAwuIiJihK0A9tvuljS3qX0ZpfzdY7b31EjuV4Hrx36IESc222sk3QDcAPwA2AN8EHgaSHbxE0witDEe3klT5kfbu20ffI3jI16XmlYg7JC0VtLbjn7WkPodrAzBjuGUdZI0V9J+SVtruZBlxzm+3gHaJki6v46xW9IWSWcfz3Ui2pHtv9r+9gDtXcDXgLWSeoAeYJHt3WM9xog3iLuBWyRNoDxQWiRpEzBpfIcVI012SjjG6JF0GOiuH/9se56kGcBvgD8BncCqmo0uoq1I6rX9lrq9Cuix/c0R6HcBMMv2VyR9Hei1vUzS+cAG4AzbfcfQ31zgVtufrCVFtgKft/3kMMf3yn03tX0GuA74tO0+Se8G/l3LfUVEC0nfAmYDVw1UASEiIoYmEdoYbQdsz6g/8+CVp9TnAPcBbwe21C/qEe1sM3Bm44OkJTVKuV3SXU3tv5D0rKSdkr7U1H6jpB5JjwOXDHQB27so7wFNkjRZUmftv1PSe2o/19co6TZJTwzQxwGgqzFWSRdJ2lSjt5vqKwBDKmVQSx9slvQJysqLfY2Jdo1SvVyP620651OSVtbtlZK+J2m9pOclXSZphaRdjWMiTlS2l9r+SCazERHHJ+/Qxriw3QusAdZI6gM+Duwa31FFDI+kicDlwAP185XAecBFlCymD0u61PYTwELb/6yR0i2SHgJOBu6ivN+zH1hPiaK2Xmc20Ae8REk8s9r2KkkLgfuBa4E7KRGfvw20BFrSaXVsjcnuH4FLbR+SdAWlLuZ1dd8M4AOUhBm7JX3H9t7azzvqGO6wvU7SNmCjpDmUlRc/sn3EPQzgNOCjwDXAWspk/gv1dzOjPgCLiIiIGFAitDHmJF1Sv1Qj6WRKDb6/jO+oIoblVJU6eP+grDZYV9uvrD9bgd8D0yiTSIDFdfL3O+Cs2j4b+K3tl2q05uct17m5XmcZMN/lXZGLgZ/U/Q8CH67bTwIrVcoWTGzqY46k7cALwCO2X6jtb6UkqtkBLKfUymzotL3f9n+BRikDgJMok9bbbK+DEpEFpgK3UybdnZIuP+pvENbW++mmJIvrrlHencCUIZwfERERb2CZ0MZ4OBd4XFI35Qv/M8BD4zukiGFpZPGeTImyfrm2C7inabn9e20/UN9lvQK42Pb7Kf//jfIBr5XQYHntZ47tDYMcYwDbNwF3UCbLXZJOr/s32J5OKRy/qL7LDvANYL3t9wFX07+cwWClDA4BzwJX9RuAfdD2r2wvoUR6rx3g3gYrl9DXcr0+soooIiIijiIT2hhVrYljattq29NtX2j7Atu3OdnJoo3VguyLgVslnQT8GljYqK8s6UxJZ1CioS/b/o+kacCHahdPAXMlnV7PH0oZj01AR93+LLCxXutc20/ZvhP4O2Vi2zzWHuAeSrZV6pgaWccXDPWWgYXANElL63VnSnpX3Z4ATOfVlRcvSjq/ts8b4jUiIiIijipPvyMiRoDtrXUpcYftB2uis82SAHqBzwGPAjfVpb+7KcuOsb2vZjPeDOyjLFOeeORV+lkMrJC0hPJO7Y21/T5J51GixJ3ANuCylnO/T5l8nw3cC6ySdAvw2DHc72FJHZQSJP8Cngd+KOlN9ZCnge/W7aXAI8BeYAdwxIOuiIiIiOFI2Z6IiIiIiIhoS1lyHBEREREREW0pE9qIiIiIiIhoS5nQRkRERERERFvKhDYiIiIiIiLaUia0ERERERER0ZYyoY2IiIiIiIi2lAltREREREREtKX/A1PIwybWBv5QAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1152x648 with 16 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "not_bad_area_ok_df = ok_df[(ok_df['QUAL']<0.005)&(ok_df['QD']<0.05)]\n",
    "_ = scatter_matrix(not_bad_area_ok_df[['FS', 'ReadPosRankSum', 'MQ', 'HRun']], diagonal='kde', figsize=(16, 9), alpha=0.02)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10905732 541688 0.04967002673456491\n"
     ]
    }
   ],
   "source": [
    "all_fit_df = pd.DataFrame(np.load(gzip.open('feature_fit.npy.gz', 'rb')), columns=ordered_features + ['pos', 'error'])\n",
    "potentially_good_corner_df = all_fit_df[(all_fit_df['QUAL']<0.005)&(all_fit_df['QD']<0.05)]\n",
    "all_errors_df=all_fit_df[all_fit_df['error'] == 1]\n",
    "print(len(all_fit_df), len(all_errors_df), len(all_errors_df) / len(all_fit_df))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "9625754 32180 0.0033431147315836243\n"
     ]
    }
   ],
   "source": [
    "potentially_good_corner_errors_df = potentially_good_corner_df[potentially_good_corner_df['error'] == 1]\n",
    "print(len(potentially_good_corner_df), len(potentially_good_corner_errors_df), len(potentially_good_corner_errors_df) / len(potentially_good_corner_df))\n",
    "print(len(potentially_good_corner_df)/len(all_fit_df))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.8826325458942141\n"
     ]
    }
   ],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
